3 papers
cs.AI2026
No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning
Zhicong Li, Lingjie Jiang, Yulan Hu +7
Critique-guided reinforcement learning (RL) has emerged as a powerful paradigm for training LLM agents by augmenting sparse outcome rewards with natural-language feedback. However,…
cs.CV2025
AKRMap: Adaptive Kernel Regression for Trustworthy Visualization of Cross-Modal Embeddings
Yilin Ye, Junchao Huang, Xingchen Zeng +2
Cross-modal embeddings form the foundation for multi-modal models. However, visualization methods for interpreting cross-modal embeddings have been primarily confined to traditiona…
cs.HC2025
GenColor: Generative Color-Concept Association in Visual Design
Yihan Hou, Xingchen Zeng, Yusong Wang +3
Existing approaches for color-concept association typically rely on query-based image referencing, and color extraction from image references. However, these approaches are effecti…