作者位次 #5/7NeurIPS 2026Poster
Deployment-Memory LLM Test-Time Training Should Require Behavioral Evidence Beyond Perplexity
Xiangchen Song · Zhenhao Chen · Lingjing Kong · Shaoan Xie · Xinshuai Dong · Guangyi Chen · Kun Zhang
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Xiangchen Song · Zhenhao Chen · Lingjing Kong · Shaoan Xie · Xinshuai Dong · Guangyi Chen · Kun Zhang
Xuyuan Liu · Xinshuai Dong · Elynn Chen · Yujun Yan
Xuyuan Liu · Shengyu Chen · Xinshuai Dong · Yanchi Liu · Xujiang Zhao · Haoyu Wang · Yujun Yan · Haifeng Chen · Zhengzhang Chen
Large language models (LLMs) often produce incorrect or outdated content. Updating their knowledge efficiently and accurately without costly retraining is a major challenge. This problem is particularly challenging for complex, unstructured knowledge in lifelong settings, where many edits must co...