Author

Naixin Zhai

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#natural language process... Preprint Oct 2026

MemForm: Benchmarking Memory Formation Poisoning in LLM Agents

Long-term memory enables LLM agents to learn from past interactions but exposes memory formation to adversarial influence. Existing studies primarily organize memory poisoning by attack channels, corruption patterns, or lifecycle stages, leaving formation interfaces insufficiently characterized. We formulate Memory For...

Haowen Pan, Pengyang Shao, Yun-Shan Ma et al. · 0 citations

Preprint Aug 2026

Aligning Human Sense: Calibrated Distributional Reward Learning for Video Generation

Video generation is central to AI-powered content creation. Aligning generated videos with human preferences is a key criterion for evaluating generation quality. Despite significant progress in visual quality, three key challenges remain. First, the reliability of reward signals is constrained by the quality of human...

Nai-Xin Zhai, Weihua Cheng, De-Xu Yu et al. · 0 citations