Manling Li

Venues

Frequent coauthors

Papers

1. EMCompress: Video-LLMs with Endomorphic Multimodal Compression
   ACL 2026 ·

   Zheyu Fan

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2. Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents
   ACL 2026 ·

   Ziyi Wang

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3. Unifying Inference-Time Planning Language Generation
   ACL 2026 ·

   Prabhu Prakash Kagitha

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4. WorldAgen: Unified State-Action Prediction with Test-Time World Model Training
   AAAI 2026 ·

   Chi Wan

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5. Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging
   ICML 2025 ·

   Shiqi Chen

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6. Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models
   ICLR 2025 ·

   Zhenyu Pan

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7. EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents
   ICML 2025 ·

   Rui Yang

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8. Exploring Diffusion Transformer Designs via Grafting
   NeurIPS 2025 ·

   Keshigeyan Chandrasegaran

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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

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11. LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models
    CVPR 2025 ·

    Fan-Yun Sun

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12. Re-thinking Temporal Search for Long-Form Video Understanding
    CVPR 2025 ·

    Jinhui Ye

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13. SyncMind: Measuring Agent Out-of-Sync Recovery in Collaborative Software Engineering
    ICML 2025 ·

    Xuehang Guo

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14. The Law of Knowledge Overshadowing: Towards Understanding, Predicting and Preventing LLM Hallucination
    ACL 2025 ·

    Yuji Zhang

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15. VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents
    NeurIPS 2025 ·

    Kangrui Wang

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16. Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas
    ICML 2025 ·

    Shiqi Chen

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17. Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
    NeurIPS 2024 · Manling Li
18. HourVideo: 1-Hour Video-Language Understanding
    NeurIPS 2024 ·

    Keshigeyan Chandrasegaran

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19. IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos
    NeurIPS 2024 ·

    Yunong Liu

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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

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21. Training-free Deep Concept Injection Enables Language Models for Video Question Answering
    EMNLP 2024 ·

    Xudong Lin

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22. Why Does New Knowledge Create Messy Ripple Effects in LLMs?
    EMNLP 2024 ·

    Jiaxin Qin

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23. Word Embeddings Are Steers for Language Models
    ACL 2024 ·

    Chi Han

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