Ray's Blog http://localhost:3000/blog Notes on machine learning, NLP, and related topics. zh-cn huangyrcn@gmail.com (Ray) huangyrcn@gmail.com (Ray) Mon, 15 Jun 2026 00:00:00 GMT http://localhost:3000/blog/trace-paper-reading TRACE: 通过 Adaptation-Aware Probing 发现 Task-Specific 参数，实现持续微调不遗忘 http://localhost:3000/blog/trace-paper-reading KDD 2026 论文 TRACE 解读——将 continual fine-tuning 重新定义为 task-specific parameter discovery 问题，用一次短暂的 warm-start probe 找到每个任务的核心参数子集，然后只更新这些参数，从而在持续微调中有效缓解 catastrophic forgetting。 Mon, 15 Jun 2026 00:00:00 GMT huangyrcn@gmail.com (Ray) KDDcontinual-learningLLMfine-tuningpaper-reading