Deep Learning-Based Sequential Recommender Systems: Concepts, Algorithms, and Evaluations. - Hui Fang 002; Guibing Guo; Danning Zhang; Yiheng Shu (ICWE, 2019)

Deep Learning for Sequential Recommendation: Algorithms, Influential Factors, and Evaluations. - Hui Fang 002; Danning Zhang; Yiheng Shu; Guibing Guo (ACM Trans. Inf. Syst., 2020)

EDG-Based Question Decomposition for Complex Question Answering over Knowledge Bases. - Xixin Hu; Yiheng Shu; Xiang Huang; Yuzhong Qu (ISWC, 2021)

Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge Bases. - Xixin Hu; Xuan Wu; Yiheng Shu; Yuzhong Qu (COLING, 2022)

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Base. - Yiheng Shu; Zhiwei Yu; Yuhan Li 001; Börje F. Karlsson; Tingting Ma; Yuzhong Qu; Chin-Yew Lin (EMNLP, 2022)

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases. - Yiheng Shu; Zhiwei Yu; Yuhan Li 001; Börje F. Karlsson; Tingting Ma; Yuzhong Qu; Chin-Yew Lin (CoRR, 2022)

Question Decomposition Tree for Answering Complex Questions over Knowledge Bases. - Xiang Huang 007; Sitao Cheng; Yiheng Shu; Yuheng Bao; Yuzhong Qu (AAAI, 2023)

Data Distribution Bottlenecks in Grounding Language Models to Knowledge Bases. - Yiheng Shu; Zhiwei Yu (CoRR, 2023)

Distribution Shifts Are Bottlenecks: Extensive Evaluation for Grounding Language Models to Knowledge Bases. - Yiheng Shu; Zhiwei Yu (EACL (Student Research Workshop), 2024)

Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments. - Yu Gu 016; Yiheng Shu; Hao Yu; Xiao Liu 036; Yuxiao Dong; Jie Tang 001; Jayanth Srinivasa; Hugo Latapie; Yu Su 001 (EMNLP, 2024)

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models. - Bernal Jimenez Gutierrez; Yiheng Shu; Yu Gu 016; Michihiro Yasunaga; Yu Su 001 (NeurIPS, 2024)

Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents. - Boyu Gou; Ruohan Wang; Boyuan Zheng; Yanan Xie; Cheng Chang; Yiheng Shu; Huan Sun 001; Yu Su 001 (ICLR, 2025)

From RAG to Memory: Non-Parametric Continual Learning for Large Language Models. - Bernal Jiménez Gutiérrez; Yiheng Shu; Weijian Qi; Sizhe Zhou; Yu Su 001 (CoRR, 2025)

Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge. - Boyu Gou; Zanming Huang; Yuting Ning; Yu Gu 016; Michael Lin; Weijian Qi; Andrei Kopanev; Botao Yu; Bernal Jiménez Gutiérrez; Yiheng Shu; Chan Hee Song; Jiaman Wu; et al. (CoRR, 2025)