Unzip

## Episode Summary In this episode, we cover: - **VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.01804) - **MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.01420) - **Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.31036) - **Alignment Is All You Need For X-to-4D Generation** (arXiv) - [Read more](http://arxiv.org/abs/2607.02516v1) - **What LLM Agents Say When No One Is Watching: Social Structure and Latent Objective Emergence in Multi-Agent Debates** (arXiv) - [Read more](http://arxiv.org/abs/2607.02507v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Visually Grounded Self-Reflection for Vision-Language Models via Reinforcement Learning** (arXiv) - [Read more](http://arxiv.org/abs/2607.02490v1) - **Discrete Diffusion Language Models for Interactive Radiology Report Drafting** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.01436) - **ReContext: Recursive Evidence Replay as LLM Harness for Long-Context Reasoning** (arXiv) - [Read more](http://arxiv.org/abs/2607.02509v1) - **From SRA to Self-Flow: Data Augmentation or Self-Supervision?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.02508) - **AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.02271) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **AutoMem: Automated Learning of Memory as a Cognitive Skill** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.01224) - **Online Safety Monitoring for LLMs** (arXiv) - [Read more](http://arxiv.org/abs/2607.02510v1) - **When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27669) - **PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation** (arXiv) - [Read more](http://arxiv.org/abs/2607.02515v1) - **Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas** (arXiv) - [Read more](http://arxiv.org/abs/2607.02504v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.02440) - **LACUNA: A Testbed for Evaluating Localization Precision for LLM Unlearning** (arXiv) - [Read more](http://arxiv.org/abs/2607.02513v1) - **Parameter-Efficient Quantum-Inspired Fast Weight Programmers for Traffic-Matrix Forecasting** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27821) - **DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.29961) - **Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.31825) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Theoria: Rewrite-Acceptability Verification over Informal Reasoning States** (arXiv) - [Read more](http://arxiv.org/abs/2607.01223v1) - **Are Performance-Optimization Benchmarks Reliably Measuring Coding Agents?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2607.01211) - **PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.28322) - **HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.31179) - **SciIR: A Large-scale Training Dataset and Benchmark for Scientific Image Reasoning Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.30124) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Hierarchical Experimentalist Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.29315) - **SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.08671) - **TRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.32017) - **SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.32033) - **Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.19297) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Beyond IID: How General Are Tabular Foundation Models, Really?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.30410) - **Self-Evolving World Models for LLM Agent Planning** (arXiv) - [Read more](http://arxiv.org/abs/2606.30639v1) - **RocketSmith: Agentic Additive Manufacturing of High-Powered Rockets** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.00097) - **SWE-Together: Evaluating Coding Agents in Interactive User Sessions** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.29957) - **One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.30634) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception** (arXiv) - [Read more](http://arxiv.org/abs/2606.28322v1) - **Agent-Native Immune System: Architecture, Taxonomy, and Engineering** (arXiv) - [Read more](http://arxiv.org/abs/2606.28270v1) - **RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning** (arXiv) - [Read more](http://arxiv.org/abs/2606.28266v1) - **The Tatoxa System for Text Detoxification in Low-Resource Languages: The Case of Tatar** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26015) - **How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26979) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27288) - **LISA: Likelihood Score Alignment for Visual-condition Controllable Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.27192) - **Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26080) - **How Post-Training Shapes Biological Reasoning Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16517) - **Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards** (arXiv) - [Read more](http://arxiv.org/abs/2606.27376v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models** (arXiv) - [Read more](http://arxiv.org/abs/2606.27373v1) - **CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16613) - **PhysiFormer: Learning to Simulate Mechanics in World Space** (arXiv) - [Read more](http://arxiv.org/abs/2606.27364v1) - **RayPE: Ray-Space Positional Encoding for 3D-Aware Video Generation** (arXiv) - [Read more](http://arxiv.org/abs/2606.27345v1) - **Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning** (arXiv) - [Read more](http://arxiv.org/abs/2606.27330v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24551) - **Information-Aware KV Cache Compression for Long Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26875) - **The Verification Horizon: No Silver Bullet for Coding Agent Rewards** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.26300) - **JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18394) - **Running the Gauntlet: Re-evaluating the Capabilities of Agents Beyond Familiar Environments** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.14397) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25605) - **Do Thinking Tokens Help with Safety?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25013) - **ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.23104) - **ShutterMuse: Capture-Time Photography Guidance with MLLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.25763) - **Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models** (arXiv) - [Read more](http://arxiv.org/abs/2606.26079v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24428) - **Accuracy and Satisfaction in Multi-Turn LLM Dialogues for NFR Assessment** (arXiv) - [Read more](http://arxiv.org/abs/2606.24834v1) - **AGORA: An Archive-Grounded Benchmark for Agentic Workplace Document Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.24526) - **LingxiDiagBench: A Multi-Agent Framework for Benchmarking LLMs in Chinese Psychiatric Consultation and Diagnosis** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2602.09379) - **DiffusionBench: On Holistic Evaluation of Diffusion Transformers** (arXiv) - [Read more](http://arxiv.org/abs/2606.24888v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Can LLMs Reliably Self-Report Adversarial Prefills, and How?** (arXiv) - [Read more](http://arxiv.org/abs/2606.23671v1) - **TROPT: An Open Framework for Unifying and Advancing Discrete Text Optimization** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.23496) - **Teaching LLMs String Matching, Backtracking, and Error Recovery to Deduce Bases and Truth Tables for the Combinatorially Exploding Bit Manipulation Puzzles** (arXiv) - [Read more](http://arxiv.org/abs/2606.23672v1) - **EnterpriseClawBench: Benchmarking Agents from Real Workplace Sessions** (arXiv) - [Read more](http://arxiv.org/abs/2606.23654v1) - **When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.22936) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation** (arXiv) - [Read more](http://arxiv.org/abs/2606.20542v1) - **SproutRAG: Attention-Guided Tree Search with Progressive Embeddings for Long-Document RAG** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18381) - **StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.20527) - **GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18829) - **Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16700) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Current World Models Lack a Persistent State Core** (arXiv) - [Read more](http://arxiv.org/abs/2606.20545v1) - **Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.19334) - **No Resource, No Benchmarks, No Problem? Evaluating and Improving LLMs for Code Generation in No-Resource Languages** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16827) - **TimeProVe: Propose, then Verify for Efficient Long Video Temporal Reasoning in Activities of Daily Living** (arXiv) - [Read more](http://arxiv.org/abs/2606.20561v1) - **LedgerAgent: Structured State for Policy-Adherent Tool-Calling Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.20529) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.20381) - **ReSyn: A Generalized Recursive Regular Expression Synthesis Framework** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.24624) - **LegalHalluLens: Typed Hallucination Auditing and Calibrated Multi-Agent Debate for Trustworthy Legal AI** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18021) - **Taylor-Calibrate: Principled Initialization for Hybrid Linear Attention Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16429) - **The Data Manifold under the Microscope** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.15760) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **DragMesh-2: Physically Plausible Dexterous Hand-Object Interaction with Articulated Objects** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.15133) - **How Transparent is DiffusionGemma?** (arXiv) - [Read more](http://arxiv.org/abs/2606.20560v1) - **StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs** (arXiv) - [Read more](http://arxiv.org/abs/2606.20527v1) - **Execution-State Capsules: Graph-Bound Execution-State Checkpoint and Restore for Low-Latency, Small-Batch, On-Device Physical-AI Serving** (arXiv) - [Read more](http://arxiv.org/abs/2606.20537v1) - **Configurable Clinical Information Extraction with Agentic RAG: What Works, What Breaks, and Why** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.19602) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.19120) - **MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18558) - **REVES: REvision and VErification--Augmented Training for Test-Time Scaling** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.18910) - **Diffusion-Proof: Recipe for Formal Theorem Proving Beyond Auto-Regressive Generation** (arXiv) - [Read more](http://arxiv.org/abs/2606.19315v1) - **MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.16748) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Operadic consistency: a label-free signal for compositional reasoning failures in LLMs** (arXiv) - [Read more](http://arxiv.org/abs/2606.13649v1) - **InterleaveThinker: Reinforcing Agentic Interleaved Generation** (arXiv) - [Read more](http://arxiv.org/abs/2606.13679v1) - **SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning** (arXiv) - [Read more](http://arxiv.org/abs/2606.13673v1) - **See What I See, Know What I Think: Dense Latent Communication Across Heterogeneous Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.13594) - **VIA-SD: Verification via Intra-Model Routing for Speculative Decoding** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.12243) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **WebChallenger: A Reliable and Efficient Generalist Web Agent** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.10423) - **The Cold-Start Safety Gap in LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.07867) - **ToolSense: A Diagnostic Framework for Auditing Parametric Tool Knowledge in LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.12451) - **EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery** (arXiv) - [Read more](http://arxiv.org/abs/2606.13662v1) - **HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents** (arXiv) - [Read more](http://arxiv.org/abs/2606.13663v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments** (arXiv) - [Read more](http://arxiv.org/abs/2606.13681v1) - **ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.13572) - **HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.13289) - **Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.13174) - **Agents-K1: Towards Agent-native Knowledge Orchestration** (arXiv) - [Read more](http://arxiv.org/abs/2606.13669v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **TAHOE: Text-to-SQL with Automated Hint Optimization from Experience** (arXiv) - [Read more](http://arxiv.org/abs/2606.12387v1) - **τ-Rec: A Verifiable Benchmark for Agentic Recommender Systems** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.10156) - **Verifiable Environments Are LEGO Bricks: Recursive Composition for Reasoning Generalization** (arXiv) - [Read more](http://arxiv.org/abs/2606.12373v1) - **Which Models Are Our Models Built On? Auditing Invisible Dependencies in Modern LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.12385) - **Building Social World Models with Large Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.11482) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Kwai Keye-VL-2.0 Technical Report** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.10651) - **ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity** (arXiv) - [Read more](http://arxiv.org/abs/2606.11150v1) - **EEVEE: Towards Test-time Prompt Learning in the Real World for Self-Improving Agents** (arXiv) - [Read more](http://arxiv.org/abs/2606.11182v1) - **P3D-Bench: Benchmarking MLLMs for Parametric 3D Generation and Structural Reasoning** (arXiv) - [Read more](http://arxiv.org/abs/2606.11152v1) - **Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories** (arXiv) - [Read more](http://arxiv.org/abs/2606.11176v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **EmpiriGraph-Psy: A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.08362) - **DEI: Diversity in Evolutionary Inference for Quality-Diversity Search** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.27130) - **SDR: Set-Distance Rewards for Radiology Report Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.00440) - **OmniGameArena: A Unified UE5 Benchmark for VLM Game Agents with Improvement Dynamics** (arXiv) - [Read more](http://arxiv.org/abs/2606.09826v1) - **Skill-3D: Evolving Scene-Aware Skills for Agentic 3D Spatial Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.07436) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05531) - **Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.29430) - **A Cookbook of 3D Vision: Data, Learning Paradigms, and Application** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04291) - **How reliable are LLMs when it comes to playing dice?** (arXiv) - [Read more](http://arxiv.org/abs/2606.07515v1) - **Agentopia: Long-Term Life Simulation and Learning in Agent Societies** (arXiv) - [Read more](http://arxiv.org/abs/2606.07513v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection** (arXiv) - [Read more](http://arxiv.org/abs/2606.06481v1) - **Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators** (arXiv) - [Read more](http://arxiv.org/abs/2606.06476v1) - **Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.06492) - **You Only Index Once: Cross-Layer Sparse Attention with Shared Routing** (arXiv) - [Read more](http://arxiv.org/abs/2606.06467v1) - **Revising Context, Shifting Simulated Stance: Auditing LLM-Based Stance Simulation in Online Discussions** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.06443) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **MAOAM: Unified Object and Material Selection with Vision-Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04880) - **The Road Ahead in Autonomous Driving: The KITScenes Multimodal Dataset** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.02956) - **AffordanceVLA: A Vision-Language-Action Model Empowering Action Generation through Affordance-Aware Understanding** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.06155) - **ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.00644) - **Regret Minimization with Adaptive Opponents in Repeated Games** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.06486) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05557) - **LLM Anonymization Against Agentic Re-Identification** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30848) - **Benchmark Everything Everywhere All at Once** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.06462) - **PAR3D: A Unified 3D-MLLM with Part-Aware Representation for Scene Understanding** (arXiv) - [Read more](http://arxiv.org/abs/2606.06485v1) - **SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.01317) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Probing Outcome-Level Resemblance and Mechanism-Level Alignment in LLM Risk Decisions: Evidence from the St. Petersburg Game** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04978) - **Large Language Models Hack Rewards, and Society** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04075) - **SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.00825) - **When Graph Tokens Sink: A Mechanistic Analysis of Graph Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.03712) - **Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05112) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.04688) - **Streaming Communication in Multi-Agent Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.05158) - **Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.03577) - **AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.03031) - **Score-Control for Hallucination Reduction in Diffusion Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.00377) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **The Chain Holds, the Answer Folds: Trace-Answer Dissociation in Reasoning Models Under Adversarial Pressure** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.29087) - **TVIR: Building Deep Research Agents Towards Text--Visual Interleaved Report Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.02320) - **ClinEnv: An Interactive Multi-Stage Long Horizon EHR Environment for Agents** (arXiv) - [Read more](http://arxiv.org/abs/2606.02568v1) - **Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30501) - **Policy and World Modeling Co-Training for Language Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2606.02388) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Mellum2 Technical Report** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.31268) - **Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30621) - **Recognizing Co-Speech Gestures in-the-Wild** (arXiv) - [Read more](http://arxiv.org/abs/2605.31589v1) - **Beyond Recall: Behavioral Specification as an Interpretive Layer for AI Personalization** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.28969) - **nuReasoning: A Reasoning-Centric Dataset and Benchmark for Long-Tail Autonomous Driving** (arXiv) - [Read more](http://arxiv.org/abs/2605.31572v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.26730) - **DynaFLIP: Rethinking Robotics Perception via Tri-Modal-Dynamics Guided Representation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30350) - **CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.24786) - **Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents** (arXiv) - [Read more](http://arxiv.org/abs/2605.30335v1) - **Reflective Prompt Tuning through Language Model Function-Calling** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.21781) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **PANDO: Efficient Multimodal AI Agents via Online Skill Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.24785) - **YoCausal: How Far is Video Generation from World Model? A Causality Perspective** (arXiv) - [Read more](http://arxiv.org/abs/2605.30346v1) - **CoHyDE: Iterative Co-Training of LLM Rewriter & Dense Encoder for Tool Retrieval** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.29271) - **Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.30344) - **Benchmarking Single-Factor Physical Video-to-Audio Generation** (arXiv) - [Read more](http://arxiv.org/abs/2605.30339v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Forecasting Downstream Performance of LLMs With Proxy Metrics** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18607) - **DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback** (arXiv) - [Read more](http://arxiv.org/abs/2605.22781v1) - **Lean Refactor: Multi-Objective Controllable Proof Optimization via Agentic Strategy Search** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.20244) - **AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.17602) - **Forecasting Scientific Progress with Artificial Intelligence** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22681) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22717) - **DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback** (arXiv) - [Read more](http://arxiv.org/abs/2605.22781v1) - **AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.17602) - **"I didn't Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.21363) - **Forecasting Downstream Performance of LLMs With Proxy Metrics** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18607) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Efficient Agentic Reasoning Through Self-Regulated Simulative Planning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22138) - **AwareVLN: Reasoning with Self-awareness for Vision-Language Navigation** (arXiv) - [Read more](http://arxiv.org/abs/2605.22816v1) - **Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.15669) - **Cambrian-P: Pose-Grounded Video Understanding** (arXiv) - [Read more](http://arxiv.org/abs/2605.22819v1) - **SEGA: Spectral-Energy Guided Attention for Resolution Extrapolation in Diffusion Transformers** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.22668) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18233) - **Mega-ASR: Towards In-the-wild^2 Speech Recognition via Scaling up Real-world Acoustic Simulation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.19833) - **CutVerse: A Compositional GUI Agents Benchmark for Media Post-Production Editing** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.19484) - **Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.14747) - **A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.20266) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Mid-Training with Self-Generated Data Improves Reinforcement Learning in Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.08472) - **TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload** (arXiv) - [Read more](http://arxiv.org/abs/2605.20179v1) - **ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning** (arXiv) - [Read more](http://arxiv.org/abs/2605.20176v1) - **CaMo: Camera Motion Grounded Evaluation and Training for Vision-Language Models** (arXiv) - [Read more](http://arxiv.org/abs/2605.20165v1) - **A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents** (arXiv) - [Read more](http://arxiv.org/abs/2605.20173v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Auditing Multimodal LLM Raters: Central Tendency Bias in Clinical Ordinal Scoring** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.16386) - **Evaluating Cognitive Age Alignment in Interactive AI Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.17894) - **DexHoldem: Playing Texas Hold'em with Dexterous Embodied System** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18727) - **SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.18630) - **AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.15565) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Physics-R1: An Audited Olympiad Corpus and Recipe for Visual Physics Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.14040) - **A Generative AI Framework for Intelligent Utility Billing CO 2 Analytics and Sustainable Resource Optimisation** (arXiv) - [Read more](http://arxiv.org/abs/2605.16250v1) - **Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.14786) - **Stress-Testing the Reasoning Competence of LLMs With Proofs Under Minimal Formalism** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.12524) - **Steered LLM Activations are Non-Surjective** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.09839) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Long Context Pre-Training with Lighthouse Attention** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.06554) - **Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.15012) - **PreScam: A Benchmark for Predicting Scam Progression from Early Conversations** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.12243) - **WildTableBench: Benchmarking Multimodal Foundation Models on Table Understanding In the Wild** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.01018) - **Boosting Omni-Modal Language Models: Staged Post-Training with Visually Debiased Evaluation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.12034) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **SWE-WebDevBench: Evaluating Coding Agent Application Platforms as Virtual Software Agencies** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.04637) - **CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.02910) - **MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27393) - **When to Think, When to Speak: Learning Disclosure Policies for LLM Reasoning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.03314) - **ResRL: Boosting LLM Reasoning via Negative Sample Projection Residual Reinforcement Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.00380) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.28123) - **Audio-Visual Intelligence in Large Foundation Models** (arXiv) - [Read more](http://arxiv.org/abs/2605.04045v1) - **X2SAM: Any Segmentation in Images and Videos** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.00891) - **Skills-Coach: A Self-Evolving Skill Optimizer via Training-Free GRPO** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27488) - **Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.02801) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.09408) - **Counting as a minimal probe of language model reliability** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.02028) - **Linear-Time Global Visual Modeling without Explicit Attention** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.01711) - **Assessing Pancreatic Ductal Adenocarcinoma Vascular Invasion: the PDACVI Benchmark** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27582) - **Prior-Aligned Data Cleaning for Tabular Foundation Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.25154) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.24026) - **Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27221) - **When LLMs Stop Following Steps: A Diagnostic Study of Procedural Execution in Language Models** (arXiv) - [Read more](http://arxiv.org/abs/2605.00817v1) - **Stable-GFlowNet: Toward Diverse and Robust LLM Red-Teaming via Contrastive Trajectory Balance** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2605.00553) - **Let ViT Speak: Generative Language-Image Pre-training** (arXiv) - [Read more](http://arxiv.org/abs/2605.00809v1) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **Co-Evolving Policy Distillation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27083) - **Instruction-Guided Poetry Generation in Arabic and Its Dialects** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27766) - **Efficient Training on Multiple Consumer GPUs with RoundPipe** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27085) - **InteractWeb-Bench: Can Multimodal Agent Escape Blind Execution in Interactive Website Generation?** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27419) - **Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.24902) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **LLM as Clinical Graph Structure Refiner: Enhancing Representation Learning in EEG Seizure Diagnosis** (arXiv) - [Read more](http://arxiv.org/abs/2604.28178v1) - **Step-level Optimization for Efficient Computer-use Agents** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27151) - **AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images** (arXiv) - [Read more](http://arxiv.org/abs/2604.28177v1) - **Nemotron 3 Nano Omni: Efficient and Open Multimodal Intelligence** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.24954) - **Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.28139) --- *Sponsored by LimitLess AI*

## Episode Summary In this episode, we cover: - **FlashRT: Towards Computationally and Memory Efficient Red-Teaming for Prompt Injection and Knowledge Corruption** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.28157) - **Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27039) - **Leveraging Verifier-Based Reinforcement Learning in Image Editing** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27505) - **Compliance versus Sensibility: On the Reasoning Controllability in Large Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2604.27251) - **Exploration Hacking: Can LLMs Learn to Resist RL Training?** (arXiv) - [Read more](http://arxiv.org/abs/2604.28182v1) --- *Sponsored by LimitLess AI*