…View arXiv page View PDF Project page GitHub 7 Add to collection Community Codes & Datasets: https://github.com/Graph-COM/TurnGate Project Website: https://turn-gate.github.io/ Arxiv: https://arxiv.org…
…View arXiv page View PDF Project page Add to collection Community FINAL Bench introduces a new evaluation paradigm for LLMs: functional metacognitive reasoning — not just "can the model solve it," but "does…
…However, they still struggle to learn complex long-term curation policies from indirect and delayed feedback. To tackle this challenge, we propose SkillOS, an experience-driven RL training recipe for learning skill…
…View arXiv page View PDF GitHub 1 Add to collection Community We believe this work provides a step toward bridging ICL from pattern matching to in-context test time learning with two…
…View arXiv page View PDF Add to collection Community Sharing our paper "The First Token Knows: Single-Decode Confidence for Hallucination Detection" . A single greedy decode captures almost all the hallucination-detection…
…View arXiv page View PDF Project page GitHub 34 Add to collection Community While Test-Time Scaling (TTS) offers a promising direction to enhance video generation without the surging costs of training…
…A Proposer generates synthetic tasks conditioned on this state, a Solver executes them, and a Validator determines which trajectories are eligible for memory insertion while also providing feedback to guide future proposals…
…View arXiv page View PDF GitHub 889 Add to collection Community We're in the middle of a skill/agent explosion — everyone is packaging capabilities as reusable modules. But medical research skills…
…View arXiv page View PDF Project page GitHub 245 Add to collection Community While Vision-Language-Action models (VLAs) have shown remarkable progress toward human-like generalist robotic policies through the versatile…
…View arXiv page View PDF Project page GitHub 5 Add to collection Community Hello all! Thanks for taking a look at our work - "EDU-CIRCUIT-HW: Evaluating Multimodal Large Language Models on…