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Sheng-Ping Liu

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#artificial intelligence Review Oct 2026

ProgramGym: Scaling Training Environments for Long-Horizon Program Reproduction Agents

Coding agents are increasingly used to build programs from scratch as software engineers do rather than to resolve issues within a repository or to generate a repository from a given requirements document. However, scalable verifiable training environments that force agents to discover what is required and to decide ho...

Cheng-Yi Yang, Ren-Xu Bao, Jue Hou et al. · 0 citations
Preprint Sep 2026

SoftRerank: Hierarchical Soft Fusion with Candidate-Label Reranking for Long-Tailed Micro-Action Recognition

Micro-actions are subtle, low-intensity non-verbal behaviors that provide cues to fine-grained human states, including emotions and intentions. Recognizing them remains difficult because they are brief, contain weak visual changes, and often exhibit similar motion patterns across categories. This paper addresses these...

Yi-Chi Zhang, Zhi-Chao Xia, Yan-Jun Chi et al. · 0 citations

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