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Yingying Fan

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#computer vision Review Nov 2026

LongBanana: An Expert-Verified Benchmark for Long-Context Multi-Reference Image Synthesis

LongBanana is introduced, to the authors' knowledge the first expert-designed and expert-verified benchmark for long-context multi-reference image synthesis in the age of agent-driven image generation, and experiments show that minimal agent harnesses improve over direct generation, while a ReAct-Plan-Exec-Reflect (RPR...

Hao-Xiang Cao, Yuxuan Zhang, Peng-Hui Du et al. · 0 citations
Preprint Aug 2026

MedClaw: Heuristic Agent Harness for Long-Horizon Surgical Video Reasoning

This work builds an agent harness that separates reasoning from perception and improves by evolving context rather than optimizing weights, and proposes a gradient-free, reward-gated Heuristic Skill Distillation loop that mines the agent's own low-scoring traces and keeps a candidate skill only when it raises a validat...

Yingying Fan, Penghui Du, Leyan Zhu et al. · 1 citation

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