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Xianchao Xiu

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Preprint Sep 2026

Beyond Noise Steering: Dual-Latent Space Reinforcement Learning for Generative Robot Policy

Pretrained generative robot policies learn expressive action priors from demonstrations. However, existing reinforcement learning methods only steer the noisy space but fail to modulate intermediate action representations during the generation process, resulting in performance degradation and inefficiency. To address t...

Peng-Fei Zhang, Teng Sun, Xianchao Xiu · 1 citation
Preprint Sep 2026

PICANet: Physics-Informed Cascaded Asymmetric Network for Infrared Small Target Detection

Infrared small target detection (ISTD) is an important research direction in image processing. However, existing methods are limited by severe background noise propagation and target degradation in high-level semantic features. To address these limitations, this paper proposes a plug-and-play physics-informed cascaded...

Jing-Jing Liu, Yi Han, Xianchao Xiu et al. · 0 citations
Preprint Jul 2026

OptGraph: Large Language Models Enhanced Evolutionary Optimization Via Graph Retrieval-Augmented Generation

OptGraph is the first optimization agentic workflow that introduces graph retrieval-augmented generation (GraphRAG) and first constructs reusable experience as a typed graph, capturing the relationships among modeling patterns, problem formalization, implementation details, and error corrections.

Xianchao Xiu, Jianhao Li, Huangyue Chen et al. · 1 citation

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