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 6 / 9 页

  1. NeurIPS 2025Inferring stochastic dynamics with growth from cross-sectional data
  2. NeurIPS 2025Information-Driven Design of Imaging Systems
  3. NeurIPS 2025Learning Dynamics of RNNs in Closed-Loop Environments
  4. NeurIPS 2025Max Entropy Moment Kalman Filter for Polynomial Systems with Arbitrary Noise
  5. NeurIPS 2025Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks
  6. NeurIPS 2025Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab
  7. NeurIPS 2025Mind the Quote: Enabling Quotation-Aware Dialogue in LLMs via Plug-and-Play Modules
  8. NeurIPS 2025Modeling Neural Activity with Conditionally Linear Dynamical Systems
  9. NeurIPS 2025MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems
  10. NeurIPS 2025MTRec: Learning to Align with User Preferences via Mental Reward Models
  11. NeurIPS 2025Normalization in Attention Dynamics
  12. NeurIPS 2025OceanBench: A Benchmark for Data-Driven Global Ocean Forecasting systems
  13. NeurIPS 2025Predictability Enables Parallelization of Nonlinear State Space Models
  14. NeurIPS 2025Predicting partially observable dynamical systems via diffusion models with a multiscale inference scheme
  15. NeurIPS 2025Projection-based Lyapunov method for fully heterogeneous weakly-coupled MDPs
  16. NeurIPS 2025Recursive Inference Scaling: A Winning Path to Scalable Inference in Language and Multimodal Systems
  17. NeurIPS 2025Rigor in AI: Doing Rigorous AI Work Requires a Broader, Responsible AI-Informed Conception of Rigor
  18. NeurIPS 2025RNNs perform task computations by dynamically warping neural representations
  19. NeurIPS 2025Safely Learning Controlled Stochastic Dynamics
  20. NeurIPS 2025SING: SDE Inference via Natural Gradients
  21. NeurIPS 2025Spatial-Aware Decision-Making with Ring Attractors in Reinforcement Learning Systems
  22. NeurIPS 2025SpectraLDS: Provable Distillation for Linear Dynamical Systems
  23. NeurIPS 2025Stabilizing LTI Systems under Partial Observability: Sample Complexity and Fundamental Limits
  24. NeurIPS 2025Stable Port-Hamiltonian Neural Networks
  25. NeurIPS 2025TranSUN: A Preemptive Paradigm to Eradicate Retransformation Bias Intrinsically from Regression Models in Recommender Systems
  26. NeurIPS 2025UnCLe: Towards Scalable Dynamic Causal Discovery in Non-linear Temporal Systems
  27. NeurIPS 2025Unlocking hidden biomolecular conformational landscapes in diffusion models at inference time
  28. NeurIPS 2025Validating LLM-as-a-Judge Systems under Rating Indeterminacy
  29. ICLR 2024Algorithms for Caching and MTS with reduced number of predictions
  30. ICLR 2024Demystifying Embedding Spaces using Large Language Models
  31. ICLR 2024Entropy Coding of Unordered Data Structures
  32. ICLR 2024GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks
  33. ICLR 2024Learning invariant representations of time-homogeneous stochastic dynamical systems
  34. ICLR 2024Manipulating dropout reveals an optimal balance of efficiency and robustness in biological and machine visual systems
  35. ICLR 2024Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems
  36. ICLR 2024Neural Contractive Dynamical Systems
  37. ICLR 2024ODEFormer: Symbolic Regression of Dynamical Systems with Transformers
  38. ICLR 2024Parsing neural dynamics with infinite recurrent switching linear dynamical systems
  39. ICLR 2024Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
  40. ICLR 2024RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
  41. ICLR 2024Safe Collaborative Filtering
  42. ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
  43. ICML 2024An Efficient Self-Learning Framework For Interactive Spoken Dialog Systems
  44. ICML 2024Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
  45. ICML 2024Consistent Long-Term Forecasting of Ergodic Dynamical Systems
  46. ICML 2024Designing Decision Support Systems using Counterfactual Prediction Sets
  47. ICML 2024Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution
  48. ICML 2024DynSyn: Dynamical Synergistic Representation for Efficient Learning and Control in Overactuated Embodied Systems
  49. ICML 2024DySLIM: Dynamics Stable Learning by Invariant Measure for Chaotic Systems
  50. ICML 2024Efficient PAC Learnability of Dynamical Systems Over Multilayer Networks

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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