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A Pragmatic VLA Foundation Model

Intermediate
Wei Wu, Fan Lu et al.Jan 26arXiv

LingBot-VLA is a robot brain that listens to language, looks at the world, and decides smooth actions to get tasks done.

#Vision‑Language‑Action#foundation model#Flow Matching

FP8-RL: A Practical and Stable Low-Precision Stack for LLM Reinforcement Learning

Intermediate
Zhaopeng Qiu, Shuang Yu et al.Jan 26arXiv

The paper shows how to speed up reinforcement learning (RL) for large language models (LLMs) by making numbers smaller (FP8) without breaking training.

#FP8 quantization#LLM reinforcement learning#KV-cache