VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon

## 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*