4 papers
DTRec: Learning Dynamic Reasoning Trajectories for Sequential Recommendation
Yifan Shao, Peilin Zhou, Shoujin Wang +3
Inspired by advances in LLMs, reasoning-enhanced sequential recommendation performs multi-step deliberation before making final predictions, unlocking greater potential for capturi…
Intent-Guided Reasoning for Sequential Recommendation
Yifan Shao, Peilin Zhou
Sequential recommendation systems aim to capture users' evolving preferences from their interaction histories. Recent reasoningenhanced methods have shown promise by introducing de…
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese
Peilin Zhou, Bruce Leon, Xiang Ying +13
As large language models (LLMs) evolve into tool-using agents, the ability to browse the web in real-time has become a critical yardstick for measuring their reasoning and retrieva…
Local-Global Attention: An Adaptive Mechanism for Multi-Scale Feature Integration
Yifan Shao
In recent years, attention mechanisms have significantly enhanced the performance of object detection by focusing on key feature information. However, prevalent methods still encou…