作者位次 #3/5ICML 2026Poster
From Backward Spreading to Forward Replay: Revisiting Target Construction in LLM Parameter Editing
Wei Liu · Hongkai Liu · Zhiying Deng · Yee-Whye Teh · Wee Sun Lee
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Wei Liu · Hongkai Liu · Zhiying Deng · Yee-Whye Teh · Wee Sun Lee
Zhiying Deng · Yuan Fu · Usman Farooq · Ziwei Tian · Wei Liu · Jianjun Li
Next-basket recommendation (NBR) is a type of recommendation that aims to predict a set of items a user will purchase based on their historical transaction basket sequences. It is governed by a dynamic interplay between two distinct user intents: habitual repurchase, which involves repeating past...
Xinchi Zou · Tongzhenzhi Su · Jianjun Li · Yuan Fu · Chang Liu · Zhiying Deng · Zhiwei Shen
Knowledge Graphs (KGs) have proven highly effective for recommendation systems by capturing latent item relationships, while recent integration of Large Language Models (LLMs) has further enhanced semantic understanding and addressed knowledge sparsity issues. Nevertheless, current KG&LLM-based m...