AI Papers - 2026-01-31

Today's papers: - Rethinking Zero-Shot Time Series Classification: From Task-specific Classifiers to In-Context Inference: https://arxiv.org/abs/2602.00620v1 - MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers: https://arxiv.org/abs/2602.00933v1 - Forecasting Energy Availability in Local Energy Communities via LSTM Federated Learning: https://arxiv.org/abs/2602.00694v1 - Rethinking Hallucinations: Correctness, Consistency, and Prompt Multiplicity: https://arxiv.org/abs/2602.00723v1 - Exploration of Unary Arithmetic-Based Matrix Multiply Units for Low Precision DL Accelerators: https://arxiv.org/abs/2602.00838v1 This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.