51 citations · 71 across the 13 of their papers we have counts for
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cs.CV2026
GramLoop: Training-Free Gram-Gated Replay for Robust Dense Prediction
Yang Chen, Canyu Shen, Xinzhe Rao +5
We aim to improve frozen DINOv3 dense-prediction models under distribution shift by adding inference computation inside the visual backbone, without changing model weights, task ad…
cs.CV2026
Training-Free Hidden-State Refinement for Flow-Matching Image Generators
Yuanyi Yan, Xinzhe Rao, Canyu Shen +5
We aim to improve frozen flow-matching image generators by adding inference computation inside the denoiser, without changing model weights or the outer sampler. Existing generator…
cs.AI2026
From State to Action: OODA-Tool for Reliable Multi-Turn Tool Use
Rongfeng Guo, Yinxuan Huang, Yusen Wu +5
Reliable multi-turn tool use requires an agent to preserve an evolving task state and ensure that each action remains consistent with it. However, direct function-calling and ReAct…