Smart contracts facilitate and enforce agreements between untrusted parties without trusted intermediaries, but vulnerabilities within contracts can cause severe damage once exploited. Various analysis techniques have been proposed for vulnerability detection, but they are typically limited to specific vulnerability ty...
Jun-Xiang Wang, Fu Song, Miao-Miao Zhang et al.· 0 citations
This work proposes DeepInstructor, an agentic framework that formulates idea evaluation as reasoning over structured scholarly experience, and introduces DeepInstruct, a dataset with controlled pairwise comparisons across novelty, significance, and feasibility.
Rong-Can Pei, Fang Guo, Qing-Lin Qi et al.· 0 citations
Sci-Surf is presented, an intent-centric knowledge discovery system that integrates feedback-driven personalized recommendation with multi-modal blog-style paper digestion and demonstrates measurable improvements in both recommendation quality and digestion quality through real-user evaluations.
Fang Guo, Qi Zhu, Rong-Can Pei et al.· 0 citations
On-Policy Self-Distillation (OPSD) has emerged as a popular paradigm for large language model (LLM) self-improvement, allowing models to act as their own teachers by leveraging privileged information such as ground-truth solutions. However, recent findings indicate that OPSD can severely degrade the performance of LLMs...
Rong-Can Pei, Zhepei Wei, Shu-Yao Xu et al.· 1 citation
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