对话系统论文趋势 2023–2026

对话与聊天模型

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 419 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

对话系统论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023151715249
2024521327092
20254634207107
20267636545171

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部对话系统论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 419 篇，第 4 / 9 页

  1. NeurIPS 2026SCDM: Scalable Causal Discovery in Nonlinear Temporal Systems with Meta-Learning
  2. NeurIPS 2026Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
  3. NeurIPS 2026Sparse Koopman Autoencoders Identify Local Dynamical Regimes in Multibasin Systems
  4. NeurIPS 2026Spectral Estimation with Deformed Decompression
  5. NeurIPS 2026SplineFlow: Flow Matching for Dynamical Systems with B-Spline Interpolants
  6. NeurIPS 2026SurvCancel: A Longitudinal Dataset and Benchmark for Dynamic Order Cancellation Prediction in On-Demand Ride-Sharing Systems
  7. NeurIPS 2026Symplectic Neural Operators for Learning Infinite Dimensional Hamiltonian Systems
  8. NeurIPS 2026Symplectic Reck: In-Situ Learning of Gaussian Quantum Operations
  9. NeurIPS 2026Synsema: Syntax-Guided Learning of Semantically Valid Programs
  10. NeurIPS 2026The balance between feature learning and collapse in generative dynamical systems
  11. NeurIPS 2026The Constitutional Coverage Trilemma in AI Governance
  12. NeurIPS 2026The Scaling Laws of Skills in LLM Agent Systems
  13. NeurIPS 2026To discretize continually: Mean shift interacting particle systems for Bayesian inference
  14. NeurIPS 2026To trust or not to trust: Attention-based Trust Management for LLM Multi-Agent Systems
  15. NeurIPS 2026TRACE: Tourism Recommendation with Accountable Citation Evidence
  16. NeurIPS 2026Two is better than one: designing heterogeneous scales in binary rating systems
  17. NeurIPS 2026Universal Approximation Theorems for Dynamical Systems with Infinite-Time Horizon Guarantees
  18. NeurIPS 2026Useful Memories Become Faulty When Continuously Updated by LLMs
  19. NeurIPS 2026Validating Causal Abstraction Metrics on Simulated Complex Systems
  20. NeurIPS 2026When the Most Disruptive Messages Are Safe to Prune in Aggregate: Functional Analysis of Communication Pruning in Two-Agent LLM Systems
  21. NeurIPS 2026Youdunit: Single-Call Counterfactual Necessity in Multi-Agent LLM Systems
  22. CVPR 2025BlenderGym: Benchmarking Foundational Model Systems for Graphics Editing
  23. CVPR 2025Chat-based Person Retrieval via Dialogue-Refined Cross-Modal Alignment
  24. CVPR 2025ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems
  25. CVPR 2025Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses
  26. CVPR 2025JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems
  27. CVPR 2025Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
  28. CVPR 2025Towards Precise Embodied Dialogue Localization via Causality Guided Diffusion
  29. ICLR 2025Accelerating Neural ODEs: A Variational Formulation-based Approach
  30. ICLR 2025Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
  31. ICLR 2025CAX: Cellular Automata Accelerated in JAX
  32. ICLR 2025ContextGNN: Beyond Two-Tower Recommendation Systems
  33. ICLR 2025Disentangling 3D Animal Pose Dynamics with Scrubbed Conditional Latent Variables
  34. ICLR 2025DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models
  35. ICLR 2025Efficiently Parameterized Neural Metriplectic Systems
  36. ICLR 2025FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs
  37. ICLR 2025Feedback Favors the Generalization of Neural ODEs
  38. ICLR 2025Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems
  39. ICLR 2025Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems
  40. ICLR 2025How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions
  41. ICLR 2025Identifying latent state transitions in non-linear dynamical systems
  42. ICLR 2025Improving Data Efficiency via Curating LLM-Driven Rating Systems
  43. ICLR 2025InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems
  44. ICLR 2025Intelligence at the Edge of Chaos
  45. ICLR 2025Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data
  46. ICLR 2025Learning Spatiotemporal Dynamical Systems from Point Process Observations
  47. ICLR 2025Learning under Temporal Label Noise
  48. ICLR 2025Long-time asymptotics of noisy SVGD outside the population limit
  49. ICLR 2025Motion Control of High-Dimensional Musculoskeletal Systems with Hierarchical Model-Based Planning
  50. ICLR 2025Neural Context Flows for Meta-Learning of Dynamical Systems

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查对话系统在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "dialogue-systems"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇对话系统论文？
共 419 篇，按年份分别是 2023 年 49 篇、2024 年 92 篇、2025 年 107 篇、2026 年 171 篇。
NeurIPS 2026 有多少篇对话系统论文？
NeurIPS 2026 有 76 篇对话系统论文，上一届是 46 篇。
ICLR 2026 有多少篇对话系统论文？
ICLR 2026 有 36 篇对话系统论文，上一届是 34 篇。
ICML 2026 有多少篇对话系统论文？
ICML 2026 有 54 篇对话系统论文，上一届是 20 篇。
CVPR 2026 有多少篇对话系统论文？
CVPR 2026 有 5 篇对话系统论文，上一届是 7 篇。
哪个会议的对话系统论文最多？
NeurIPS，2023–2026 年共 189 篇。

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