Modern software projects increasingly version binary assets alongside source code—files that encode semantic logic authored by engineers yet are stored as opaque blobs by version control systems. Such assets appear across diverse domains: gameplay logic in game engines, circuit designs in EDA tools, and scene hierarchi...
Li-Ran Wang, Zhou-Jun Li· Proceedings of the 28th Inte...· 0 citations
Modern software projects increasingly version binary assets alongside source code—files that encode semantic logic authored by engineers yet are stored as opaque blobs by version control systems. Such assets appear across diverse domains: gameplay logic in game engines, circuit designs in EDA tools, and scene hierarchi...
This work designs Finance-LaTeX SKILL, a skill for synthesizing financial documents with complex layouts based on expert knowledge, and introduces FinanceComplexQA, a comprehensive open-ended generation benchmark for financial documents that closely resembles real-world scenarios.
These findings show that recognizing successful actions is insufficient; agents must also transform feedback into executable and transferable policies, and provide a unified framework for diagnosing this process and identifying the bottlenecks that prevent agents from translating interaction experience into reliable se...
Jia-Jun Shi, Siyang Tao, Yu-Hao Wu et al.· 2 citations
CyberFactory is introduced, a unified open-source framework that connects data construction, trajectory synthesis, and model training across proof-of-concept (PoC) generation, vulnerability patching, and cybersecurity question answering (CyberQA).
Jian Yang, Haau-Sing Li, Shawn Guo et al.· 0 citations
This work presents LoopCoder pre-trained on 12T+ code and general tokens, along with LoopCoder-Thinking and LoopCoder-Instruct variants, the first large-scale looped transformer for code, achieving comparable performance to standard dense architectures with more parameters.
Jian Yang, Wei Zhang, Shawn Guo et al.· 0 citations
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