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cs.CL2026
PrefReward: Learning User Preference Matrix for Personalized Text Generation
Yue Wu, Chengbing Wang, Yimeng Bai +3
Large Language Models (LLMs) have demonstrated remarkable ability in generating personalized content by leveraging user histories and contextual cues. However, most existing person…
cs.CR2026
SDLLMFuzz: Dynamic-static LLM-assisted greybox fuzzing for structured input programs
Yihao Zou, Tianming Zheng, Futai Zou +1
Fuzzing has become a widely adopted technique for vulnerability discovery, yet it remains ineffective for structured-input programs due to strict syntactic constraints and limited…
cs.CL2026
Stability-Weighted Decoding for Diffusion Language Models
Yue Wu, Jian Huang
Diffusion large language models (dLLMs) enable parallel text generation by iteratively denoising a fully masked sequence, unmasking a subset of masked tokens at each step. Existing…