3 papers
cs.CV2026
IG-Diff: Complex Night Scene Restoration with Illumination-Guided Diffusion Model
Yifan Chen, Fei Yin, Chunle Guo +2
In nighttime circumstances, it is challenging for individuals and machines to perceive their surroundings. While prevailing image restoration methods adeptly handle singular forms…
cs.CV2026
MMCL-Bench: Multimodal Context Learning from Visual Rules, Procedures, and Evidence
Yifan Chen, Fei Yin, Qingyan Bai +2
We introduce MMCL-Bench, a benchmark for multimodal context learning: learning task-local rules, procedures, and empirical patterns from visual or mixed-modality teaching context a…
cs.AI2026
How You Begin is How You Reason: Driving Exploration in RLVR via Prefix-Tuned Priors
Yifan Xu, Junren Chen, Yifan Chen
Reinforcement learning with verifiable rewards (RLVR) recently thrives in large language model (LLM) reasoning tasks. However, the reward sparsity and the long reasoning horizon ma…