论文 QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents
论文 PixelEyes: Decoupling Perception and Reasoning for Pinpoint Visual Evidence Seeking
论文 Reasoning Denoiser: Denoising Reasoning Traces for Hallucination Detection in Large Reasoning Models
论文 VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon
论文 DINOv2: Learning Robust Visual Features without Supervision
论文 UniProbe: A Learnable Token-Level Hallucination Detector for Large VLMs using Multi-Structural Internal Representations