PPaperPicks

Lei Bai

Shanghai AI Laboratory, China

66 papers at tracked venues · 63 at CORE A* · active 2024–2026

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Venues

NeurIPS ×23ACL ×12AAAI ×6CVPR ×5ICCV ×5ICML ×5ICLR ×4ACM MM ×1AISTATS ×1ECCV ×1EMNLP ×1ICDE ×1WWW ×1

Frequent coauthors

Yiqun Zhang
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Junchao Gong
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Yi Xiao
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Xiangyu Zhao
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Jingyi Xu
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Zidong Wang
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Yiran Qin
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Shengji Tang
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Zhiyin Yu
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Yusong Hu
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Hao Li
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Junbo Niu
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Papers

  1. A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement
    ACL 2026 ·
    Shengji Tang
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  2. Easy Samples Are All You Need: Self-Evolving LLMs via Data-Efficient Reinforcement Learning
    ACL 2026 ·
    Zhiyin Yu
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  3. FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow
    ACL 2026 ·
    Yusong Hu
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  4. LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing
    ACL 2026 ·
    Hao Li
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  5. MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs
    ACL 2026 ·
    Xiangyu Zhao
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  6. MTRouter: Cost-Aware Multi-Turn LLM Routing with History-Model Joint Embeddings
    ACL 2026 ·
    Yiqun Zhang
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  7. MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing
    ACL 2026 ·
    Junbo Niu
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  8. Modeling Point-to-Point Dependency for High-Dimensional Long-Term Series Forecasting
    WWW 2026 ·
    Xinyu Li
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  9. Nature-Inspired Population-Based Evolution of Large Language Models
    ACL 2026 ·
    Yiqun Zhang
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  10. R³: End-to-End Reasoning-based Planning for Multi-step Retrosynthesis via Reinforcement Learning
    ACL 2026 ·
    YiFei Wang
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  11. Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning
    ACL 2026 ·
    Zelin Tan
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  12. SynWeather: Weather Observation Data Synthesis Across Multiple Regions and Variables via a General Diffusion Transformer
    AAAI 2026 ·
    Kaiyi Xu
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  13. The Avengers: A Routing Recipe for Collective Intelligence in Language Models
    AAAI 2026 ·
    Yiqun Zhang
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  14. Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models
    NeurIPS 2025 ·
    Xiaoyu Zhan
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  15. Align-DA: Align Score-based Atmospheric Data Assimilation with Multiple Preferences
    NeurIPS 2025 ·
    Jing-An Sun
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  16. BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset
    NeurIPS 2025 ·
    Zhiheng Xi
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  17. Breaking the Compression Ceiling: Data-Free Pipeline for Ultra-Efficient Delta Compression
    NeurIPS 2025 ·
    Xiaohui Wang
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  18. Chimera: Improving Generalist Model with Domain-Specific Experts
    ICCV 2025 ·
    Tianshuo Peng
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  19. ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems
    CVPR 2025 ·
    Xiangyuan Xue
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  20. DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
    NeurIPS 2025 ·
    Junchao Gong
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  21. DIFFODE: Neural ODE with Differentiable Hidden State for Irregular Time Series Analysis
    ICDE 2025 ·
    Yudong Zhang
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  22. Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback
    ACL 2025 ·
    Jiakang Yuan
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  23. GauDP: Reinventing Multi-Agent Collaboration through Gaussian-Image Synergy in Diffusion Policies
    NeurIPS 2025 ·
    Ziye Wang
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  24. IceDiff: High Resolution and High-Quality Arctic Sea Ice Forecasting with Generative Diffusion Prior
    CVPR 2025 ·
    Jingyi Xu
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  25. InfGen: A Resolution-Agnostic Paradigm for Scalable Image Synthesis
    ICCV 2025 ·
    Tao Han
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  26. LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents
    NeurIPS 2025 ·
    Rui Li
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  27. Latent Harmony: Synergistic Unified UHD Image Restoration via Latent Space Regularization and Controllable Refinement
    NeurIPS 2025 ·
    Yidi Liu
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  28. Learning Urban Climate Dynamics via Physics-Guided Urban Surface-Atmosphere Interactions
    NeurIPS 2025 ·
    Jiyang Xia
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  29. LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting
    NeurIPS 2025 ·
    Yi Xiao
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  30. Multi-agent Architecture Search via Agentic Supernet
    ICML 2025 ·
    Guibin Zhang
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  31. NUTS: Eddy-Robust Reconstruction of Surface Ocean Nutrients via Two-Scale Modeling
    NeurIPS 2025 ·
    Hao Zheng
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  32. Native-Resolution Image Synthesis
    NeurIPS 2025 ·
    Zidong Wang
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  33. PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling
    ICLR 2025 ·
    Junchao Gong
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  34. RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts
    NeurIPS 2025 ·
    Xuming He
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  35. ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks
    EMNLP 2025 ·
    Heng Zhou
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  36. Retro-R1: LLM-based Agentic Retrosynthesis
    NeurIPS 2025 ·
    Wei Liu
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  37. RoboFactory: Exploring Embodied Agent Collaboration with Compositional Constraints
    ICCV 2025 ·
    Yiran Qin
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  38. SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting
    NeurIPS 2025 ·
    Jingyi Xu
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  39. SURVEYFORGE : On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing
    ACL 2025 ·
    Xiangchao Yan
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  40. Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution
    CVPR 2025 ·
    Siwei Tu
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  41. Scaling Physical Reasoning with the PHYSICS Dataset
    NeurIPS 2025 ·
    Shenghe Zheng
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  42. Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning
    NeurIPS 2025 ·
    Yuhao Zhou
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  43. TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting
    ICLR 2025 ·
    Songtao Huang
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  44. Understand Before You Generate: Self-Guided Training for Autoregressive Image Generation
    NeurIPS 2025 ·
    Xiaoyu Yue
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  45. UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines
    CVPR 2025 ·
    Chen Tang
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  46. VA-MoE: Variables-Adaptive Mixture of Experts for Incremental Weather Forecasting
    ICCV 2025 ·
    Hao Chen
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  47. VAE-Var: Variational Autoencoder-Enhanced Variational Methods for Data Assimilation in Meteorology
    ICLR 2025 ·
    Yi Xiao
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  48. VIKI‑R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning
    NeurIPS 2025 ·
    Li Kang
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  49. VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior
    ICCV 2025 ·
    Xindi Yang
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  50. VQLTI: Long-Term Tropical Cyclone Intensity Forecasting with Physical Constraints
    AAAI 2025 ·
    Xinyu Wang
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  51. WeatherGFM: Learning a Weather Generalist Foundation Model via In-context Learning
    ICLR 2025 ·
    Xiangyu Zhao
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  52. WorldSimBench: Towards Video Generation Models as World Simulators
    ICML 2025 ·
    Yiran Qin
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  53. scMRDR: A scalable and flexible framework for unpaired single-cell multi-omics data integration
    NeurIPS 2025 ·
    Jianle Sun
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  54. Autoregressive Omni-Aware Outpainting for Open-Vocabulary 360-Degree Image Generation
    AAAI 2024 ·
    Zhuqiang Lu
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  55. CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling
    ICML 2024 ·
    Junchao Gong
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  56. FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation
    NeurIPS 2024 ·
    Kun Chen
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  57. FiT: Flexible Vision Transformer for Diffusion Model
    ICML 2024 ·
    Zeyu Lu
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  58. G-Refine: A General Quality Refiner for Text-to-Image Generation
    ACM MM 2024 ·
    Chunyi Li
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  59. Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling
    NeurIPS 2024 ·
    Wanghan Xu
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  60. Instruct-ReID: A Multi-Purpose Person Re-Identification Task with Instructions
    CVPR 2024 ·
    Weizhen He
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  61. MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators
    AAAI 2024 ·
    Yaqi Zhang
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  62. Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning
    AISTATS 2024 ·
    Zhishuai Li
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  63. On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection
    NeurIPS 2024 ·
    Xiufeng Song
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  64. PredBench: Benchmarking Spatio-Temporal Prediction Across Diverse Disciplines
    ECCV 2024 ·
    Zidong Wang
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  65. Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective
    AAAI 2024 ·
    Binwu Wang
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  66. Towards a Self-contained Data-driven Global Weather Forecasting Framework
    ICML 2024 ·
    Yi Xiao
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