作者位次 #5/6SIGIR 2026Oral· Information Retrieval (Full)
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
Yu Wang · Yonghui Yang · Le Wu · Yi Zhang · Fei Liu · Richang Hong
摘要
Recent advances in Large Language Models (LLMs) have opened new avenues for sequential recommendation by enabling natural language reasoning over user behavior sequences. A common approach formulates recommendation as a language modeling task, where interaction histories are transformed into prom...