PPaperPicks

Manling Li

23 papers at tracked venues · 20 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Heng Ji
×7
Jiajun Wu
×7
Li Fei-Fei
×5
Kangrui Wang
×4
Juan Carlos Niebles
×4
Chi Han
×4
Yi Fung
×3
Pingyue Zhang
×3
Qineng Wang
×3
Keshigeyan Chandrasegaran
×3
Weiyu Liu
×3
Cristóbal Eyzaguirre
×3

Papers

  1. EMCompress: Video-LLMs with Endomorphic Multimodal Compression
    ACL 2026 ·
    Zheyu Fan
    ,
    Jiateng Liu
    ,
    Yuji Zhang
    ,
    Zihan Wang
    ,
    Yi R. Fung
    , Manling Li,
    Heng Ji
  2. Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents
    ACL 2026 ·
    Ziyi Wang
    ,
    Yuxuan Lu
    ,
    Yimeng Zhang
    ,
    Pei Chen
    ,
    Ziwei Dong
    ,
    Jing Huang
    ,
    Jiri Gesi
    ,
    Xianfeng Tang
    ,
    Chen Luo
    ,
    Qun Liu
    ,
    Yisi Sang
    ,
    Hanqing Lu
    , Manling Li,
    Jin Lai
    ,
    Dakuo Wang
  3. Unifying Inference-Time Planning Language Generation
    ACL 2026 ·
    Prabhu Prakash Kagitha
    ,
    Bo Sun
    ,
    Ishan Desai
    ,
    Andrew Zhu
    ,
    Cassie Huang
    , Manling Li,
    Ziyang Li
    ,
    Li Zhang
  4. WorldAgen: Unified State-Action Prediction with Test-Time World Model Training
    AAAI 2026 ·
    Chi Wan
    ,
    Kangrui Wang
    ,
    Yuan Si
    ,
    Pingyue Zhang
    , Manling Li
  5. Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging
    ICML 2025 ·
    Shiqi Chen
    ,
    Jinghan Zhang
    ,
    Tongyao Zhu
    ,
    Wei Liu
    ,
    Siyang Gao
    ,
    Miao Xiong
    , Manling Li,
    Junxian He
  6. Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models
    ICLR 2025 ·
    Zhenyu Pan
    ,
    Haozheng Luo
    , Manling Li,
    Han Liu
  7. EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents
    ICML 2025 ·
    Rui Yang
    ,
    Hanyang Chen
    ,
    Junyu Zhang
    ,
    Mark Zhao
    ,
    Cheng Qian
    ,
    Kangrui Wang
    ,
    Qineng Wang
    ,
    Teja Venkat Koripella
    ,
    Marziyeh Movahedi
    , Manling Li,
    Heng Ji
    ,
    Huan Zhang
    ,
    Tong Zhang
  8. Exploring Diffusion Transformer Designs via Grafting
    NeurIPS 2025 ·
    Keshigeyan Chandrasegaran
    ,
    Michael Poli
    ,
    Daniel Y. Fu
    ,
    Dongjun Kim
    ,
    Lea M. Hadzic
    , Manling Li,
    Agrim Gupta
    ,
    Stefano Massaroli
    ,
    Azalia Mirhoseini
    ,
    Juan Carlos Niebles
    ,
    Stefano Ermon
    ,
    Fei-Fei Li
  9. From Large Language Models to Large Action Models: Reasoning and Planning with Physical World Knowledge
    AAAI 2025 · Manling Li
  10. LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real World
    ACL 2025 ·
    Sina J. Semnani
    ,
    Pingyue Zhang
    ,
    Wanyue Zhai
    ,
    Haozhuo Li
    ,
    Ryan Beauchamp
    ,
    Trey Billing
    ,
    Katayoun Kishi
    , Manling Li,
    Monica S. Lam
  11. LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models
    CVPR 2025 ·
    Fan-Yun Sun
    ,
    Weiyu Liu
    ,
    Siyi Gu
    ,
    Dylan Lim
    ,
    Goutam Bhat
    ,
    Federico Tombari
    , Manling Li,
    Nick Haber
    ,
    Jiajun Wu
  12. Re-thinking Temporal Search for Long-Form Video Understanding
    CVPR 2025 ·
    Jinhui Ye
    ,
    Zihan Wang
    ,
    Haosen Sun
    ,
    Keshigeyan Chandrasegaran
    ,
    Zane Durante
    ,
    Cristóbal Eyzaguirre
    ,
    Yonatan Bisk
    ,
    Juan Carlos Niebles
    ,
    Ehsan Adeli
    ,
    Li Fei-Fei
    ,
    Jiajun Wu
    , Manling Li
  13. SyncMind: Measuring Agent Out-of-Sync Recovery in Collaborative Software Engineering
    ICML 2025 ·
    Xuehang Guo
    ,
    Xingyao Wang
    ,
    Yangyi Chen
    ,
    Sha Li
    ,
    Chi Han
    , Manling Li,
    Heng Ji
  14. The Law of Knowledge Overshadowing: Towards Understanding, Predicting and Preventing LLM Hallucination
    ACL 2025 ·
    Yuji Zhang
    ,
    Sha Li
    ,
    Cheng Qian
    ,
    Jiateng Liu
    ,
    Pengfei Yu
    ,
    Chi Han
    ,
    Yi R. Fung
    ,
    Kathleen McKeown
    ,
    ChengXiang Zhai
    , Manling Li,
    Heng Ji
  15. VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents
    NeurIPS 2025 ·
    Kangrui Wang
    ,
    Pingyue Zhang
    ,
    Zihan Wang
    ,
    Yaning Gao
    ,
    Linjie Li
    ,
    Qineng Wang
    ,
    Hanyang Chen
    ,
    Yiping Lu
    ,
    Zhengyuan Yang
    ,
    Lijuan Wang
    ,
    Ranjay Krishna
    ,
    Jiajun Wu
    ,
    Fei-Fei Li
    ,
    Yejin Choi
    , Manling Li
  16. Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas
    ICML 2025 ·
    Shiqi Chen
    ,
    Tongyao Zhu
    ,
    Ruochen Zhou
    ,
    Jinghan Zhang
    ,
    Siyang Gao
    ,
    Juan Carlos Niebles
    ,
    Mor Geva
    ,
    Junxian He
    ,
    Jiajun Wu
    , Manling Li
  17. Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
    NeurIPS 2024 · Manling Li,
    Shiyu Zhao
    ,
    Qineng Wang
    ,
    Kangrui Wang
    ,
    Yu Zhou
    ,
    Sanjana Srivastava
    ,
    Cem Gokmen
    ,
    Tony Lee
    ,
    Li Erran Li
    ,
    Ruohan Zhang
    ,
    Weiyu Liu
    ,
    Percy Liang
    ,
    Li Fei-Fei
    ,
    Jiayuan Mao
    ,
    Jiajun Wu
  18. HourVideo: 1-Hour Video-Language Understanding
    NeurIPS 2024 ·
    Keshigeyan Chandrasegaran
    ,
    Agrim Gupta
    ,
    Lea M. Hadzic
    ,
    Taran Kota
    ,
    Jimming He
    ,
    Cristóbal Eyzaguirre
    ,
    Zane Durante
    , Manling Li,
    Jiajun Wu
    ,
    Li Fei-Fei
  19. IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos
    NeurIPS 2024 ·
    Yunong Liu
    ,
    Cristóbal Eyzaguirre
    , Manling Li,
    Shubh Khanna
    ,
    Juan Carlos Niebles
    ,
    Vineeth Ravi
    ,
    Saumitra Mishra
    ,
    Weiyu Liu
    ,
    Jiajun Wu
  20. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP 2024 - System Demonstrations, Miami, Florida, USA, November 12-16, 2024
    EMNLP 2024 ·
    Delia Irazú Hernández Farías
    ,
    Tom Hope
    , Manling Li
  21. Training-free Deep Concept Injection Enables Language Models for Video Question Answering
    EMNLP 2024 ·
    Xudong Lin
    , Manling Li,
    Richard S. Zemel
    ,
    Heng Ji
    ,
    Shih-Fu Chang
  22. Why Does New Knowledge Create Messy Ripple Effects in LLMs?
    EMNLP 2024 ·
    Jiaxin Qin
    ,
    Zixuan Zhang
    ,
    Chi Han
    ,
    Pengfei Yu
    , Manling Li,
    Heng Ji
  23. Word Embeddings Are Steers for Language Models
    ACL 2024 ·
    Chi Han
    ,
    Jialiang Xu
    , Manling Li,
    Yi Fung
    ,
    Chenkai Sun
    ,
    Nan Jiang
    ,
    Tarek F. Abdelzaher
    ,
    Heng Ji