Su, Yu

LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models

Song, C. H., Sadler, B. M., Wu, J., Chao, W.-L., Washington, C., & Su, Y. (2023) · 2023 IEEE/CVF International Conference on Computer Vision (ICCV)

Robot Manipulation and LearningAI-based Problem Solving and Planning

Cited by 435

MMMU: A Massive Multi-Discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Yue, X., Ni, Y., Zheng, T., Zhang, K., Liu, R., Zhang, G., Stevens, S., Jiang, D., Ren, W., Sun, Y., et al. (2024) · 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Multimodal Machine Learning ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 429

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Gutiérrez, B. J., Shu, Y., Gu, Y., Yasunaga, M., & Su, Y. (2024) · arXiv

Topic ModelingMemory and Neural Mechanisms

Cited by 152

Mind2Web: Towards a Generalist Agent for the Web

Deng, X., Gu, Y., Zheng, B., Chen, S., Stevens, S., Wang, B., Sun, H., & Su, Y. (2023) · arXiv

Web Data Mining and AnalysisInformation Retrieval and Search Behavior

Cited by 134

Task-Oriented Dialogue as Dataflow Synthesis

Andreas, J., Bufe, J., Burkett, D., Chen, C., Clausman, J., Crawford, J., Crim, K., DeLoach, J., Dorner, L., Eisner, J., et al. (2020) · Transactions of the Association for Computational Linguistics

Speech and dialogue systemsNatural Language Processing Techniques

Cited by 98

OSWorld 2.0: Benchmarking Computer Use Agents on Long-Horizon Real-World Tasks

Yuan, M., Zhou, Z., Xiong, X., Wu, W., Sun, J., Song, J., Cui, K., Wang, B., Wu, H., Li, Y., et al. (2026) · arXiv

AI-based Problem Solving and PlanningArtificial Intelligence Applications

Cited by 79

AgentBench: Evaluating LLMs as Agents

Liu, X., Yu, H., Zhang, H., Xu, Y., Lei, X., Lai, H., Gu, Y., Ding, H., Men, K., Yang, K., et al. (2023) · arXiv

Natural Language Processing TechniquesTopic Modeling

Cited by 79

On the validity of geosocial mobility traces

Zhang, Z., Zhou, L., Zhao, X., Wang, G., Su, Y., Metzger, M., Zheng, H., & Zhao, B. Y. (2013) · Proceedings of the Twelfth ACM Workshop on Hot Topics in Networks

Human Mobility and Location-Based AnalysisData Management and Algorithms

Cited by 52

Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments

Gu, Y., Shu, Y., Yu, H., Liu, X., Dong, Y., Tang, J., Srinivasa, J., Latapie, H., & Su, Y. (2024) · Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

Topic ModelingNatural Language Processing Techniques

Cited by 28

TravelPlanner: A Benchmark for Real-World Planning with Language Agents

Xie, J., Zhang, K., Chen, J., Zhu, T., Lou, R., Tian, Y., Xiao, Y., & Su, Y. (2024) · arXiv

AI-based Problem Solving and PlanningNatural Language Processing Techniques

Cited by 22

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Yue, X., Qu, X., Zhang, G., Fu, Y., Huang, W., Sun, H., Su, Y., & Chen, W. (2023) · arXiv

Topic ModelingMathematics, Computing, and Information Processing

Cited by 21

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Liu, B., Li, X., Zhang, J., Wang, J., He, T., Hong, S., Liu, H., Zhang, S., Song, K., Zhu, K., et al. (2025) · arXiv

Psychiatry, Mental Health, NeuroscienceArtificial Intelligence Applications

Cited by 16

GPT-4V(ision) is a Generalist Web Agent, if Grounded

Zheng, B., Gou, B., Kil, J., Sun, H., & Su, Y. (2024) · arXiv

Multimodal Machine Learning ApplicationsWeb Data Mining and Analysis

Cited by 10

Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts

Xie, J., Zhang, K., Chen, J., Lou, R., & Su, Y. (2023) · arXiv

Topic ModelingInformation Retrieval and Search Behavior

Cited by 9

Explorer: Scaling Exploration-driven Web Trajectory Synthesis for Multimodal Web Agents

Pahuja, V., Lu, Y., Rosset, C., Gou, B., Mitra, A., Whitehead, S., Su, Y., & Awadallah, A. (2025) · arXiv

Web Data Mining and AnalysisInformation Retrieval and Search Behavior

Cited by 7

ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Chen, Z., Chen, S., Ning, Y., Zhang, Q., Wang, B., Yu, B., Li, Y., Liao, Z., Wei, C., Lu, Z., et al. (2024) · arXiv

Scientific Computing and Data ManagementArtificial Intelligence Applications

Cited by 7

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Yue, X., Zheng, T., Ni, Y., Wang, Y., Zhang, K., Tong, S., Sun, Y., Yu, B., Zhang, G., Sun, H., et al. (2024) · arXiv

Multimodal Machine Learning ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 4

Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge

Gou, B., Huang, Z., Ning, Y., Gu, Y., Lin, M., Qi, W., Kopanev, A., Yu, B., Gutiérrez, B. J., Shu, Y., et al. (2025) · arXiv

Information Retrieval and Search BehaviorWeb Data Mining and Analysis

Cited by 3

Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents

Gou, B., Wang, R., Zheng, B., Xie, Y., Chang, C., Shu, Y., Sun, H., & Su, Y. (2024) · arXiv

Multimodal Machine Learning ApplicationsInformation Retrieval and Search Behavior

Cited by 3

From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Gutiérrez, B. J., Shu, Y., Qi, W., Zhou, S., & Su, Y. (2025) · arXiv

Topic ModelingInformation Retrieval and Search Behavior

Cited by 2

REMem: Reasoning with Episodic Memory in Language Agent

Shu, Y., Jonnalagedda, S. P., Gao, X., Gutiérrez, B. J., Qi, W., Das, K., Sun, H., & Su, Y. (2026) · arXiv

AI-based Problem Solving and PlanningTopic Modeling

Cited by 1

Holistic Agent Leaderboard: The Missing Infrastructure for AI Agent Evaluation

Kapoor, S., Stroebl, B., Kirgis, P., Nadgir, N., Siegel, Z. S., Wei, B., Xue, T., Chen, Z., Chen, F., Utpala, S., et al. (2025) · arXiv

Artificial Intelligence ApplicationsAI-based Problem Solving and Planning

Cited by 0

An Illusion of Progress? Assessing the Current State of Web Agents

Xue, T., Qi, W., Shi, T., Song, C. H., Gou, B., Song, D., Sun, H., & Su, Y. (2025) · arXiv

Web Data Mining and AnalysisInformation Retrieval and Search Behavior

Cited by 0

Watch and Learn: Learning to Use Computers from Online Videos

Song, C. H., Song, Y., Goyal, P., Su, Y., Riva, O., Palangi, H., & Pfister, T. (2025) · arXiv

AI-based Problem Solving and PlanningInformation Retrieval and Search Behavior

Cited by 0