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
- 对话系统论文从 2023 年的 49 篇增长到 2026 年的 171 篇，三年间扩大到约 3.5 倍。
- NeurIPS 是发对话系统论文最多的会议，2023–2026 年共 189 篇，占四个会议总量的 45%。
- 交叉方向里涨得最快的是多智能体 RL：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 17 篇。
- 在「自然语言」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的检索增强生成是 5.4 倍，对话系统是 3.5 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 15 | 17 | 15 | 2 | 49 |
| 2024 | 52 | 13 | 27 | 0 | 92 |
| 2025 | 46 | 34 | 20 | 7 | 107 |
| 2026 | 76 | 36 | 54 | 5 | 171 |
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
- NeurIPS 2026A Quantitative Visual Taxonomy of Worldwide Writing Systems
- ICML 2026An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems
- ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
- CVPR 2026Thermally Activated Dual-Modal Adversarial Clothing against AI Surveillance Systems
- NeurIPS 2025FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
- ICML 2025Discovering Physics Laws of Dynamical Systems via Invariant Function Learning
- ICLR 2025ContextGNN: Beyond Two-Tower Recommendation Systems
- CVPR 2025Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses
- NeurIPS 2024Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data
- ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
- ICLR 2024Safe Collaborative Filtering
- NeurIPS 2023Moral Responsibility for AI Systems
- ICML 2023Graph Switching Dynamical Systems
- ICLR 2023An Equal-Size Hard EM Algorithm for Diverse Dialogue Generation
- CVPR 2023expOSE: Accurate Initialization-Free Projective Factorization Using Exponential Regularization
- NeurIPS 2026Adaptive auditing of AI systems with anytime-valid guarantees
- ICML 2026Can Recommender Systems Teach Themselves? A Recursive Self-Improving Framework with Fidelity Control
- ICLR 2026ClarifyVC: Clarifying Ambiguous Commands in Vehicle Control with a Hybrid Data Augmentation Pipeline
- CVPR 2026Task-Driven Implicit Representations for Automated Design of LiDAR Systems
- NeurIPS 2025In-context Learning of Linear Dynamical Systems with Transformers: Approximation Bounds and Depth-separation
全部对话系统论文
共 419 篇，第 5 / 9 页
- ICLR 2025Optimal Transport for Time Series Imputation
- ICLR 2025PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems
- ICLR 2025Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains
- ICLR 2025Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
- ICLR 2025Scalable Bayesian Learning with posteriors
- ICLR 2025Scalable Mechanistic Neural Networks
- ICLR 2025Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning
- ICLR 2025SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
- ICLR 2025Systems with Switching Causal Relations: A Meta-Causal Perspective
- ICLR 2025ThunderKittens: Simple, Fast, and $\textit{Adorable}$ Kernels
- ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
- ICLR 2025Zero-shot forecasting of chaotic systems
- ICML 2025A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks
- ICML 2025Accurate Identification of Communication Between Multiple Interacting Neural Populations
- ICML 2025Aligning Spoken Dialogue Models from User Interactions
- ICML 2025Dialogue Without Limits: Constant-Sized KV Caches for Extended Response in LLMs
- ICML 2025Discovering Physics Laws of Dynamical Systems via Invariant Function Learning
- ICML 2025Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems
- ICML 2025Guided Structural Inference: Leveraging Priors with Soft Gating Mechanisms
- ICML 2025Identifying Neural Dynamics Using Interventional State Space Models
- ICML 2025KoopSTD: Reliable Similarity Analysis between Dynamical Systems via Approximating Koopman Spectrum with Timescale Decoupling
- ICML 2025Position: Graph Matching Systems Deserve Better Benchmarks
- ICML 2025Position: Retrieval-augmented systems can be dangerous medical communicators
- ICML 2025Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions
- ICML 2025Recommendations with Sparse Comparison Data: Provably Fast Convergence for Nonconvex Matrix Factorization
- ICML 2025Rethink the Role of Deep Learning towards Large-scale Quantum Systems
- ICML 2025Revolve: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization
- ICML 2025Riemann Tensor Neural Networks: Learning Conservative Systems with Physics-Constrained Networks
- ICML 2025SHARP-Distill: A 68× Faster Recommender System with Hypergraph Neural Networks and Language Models
- ICML 2025Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data
- ICML 2025Temperature-Annealed Boltzmann Generators
- ICML 2025Unisoma: A Unified Transformer-based Solver for Multi-Solid Systems
- NeurIPS 2025A Counterfactual Semantics for Hybrid Dynamical Systems
- NeurIPS 2025A Latent Multilayer Graphical Model For Complex, Interdependent Systems
- NeurIPS 2025A Theoretical Framework for Grokking: Interpolation followed by Riemannian Norm Minimisation
- NeurIPS 2025Blending Complementary Memory Systems in Hybrid Quadratic-Linear Transformers
- NeurIPS 2025Bounds on the computational complexity of neurons due to dendritic morphology
- NeurIPS 2025Causal Discovery over Clusters of Variables in Markovian Systems
- NeurIPS 2025Characterizing control between interacting subsystems with deep Jacobian estimation
- NeurIPS 2025ChatbotID: Identifying Chatbots with Granger Causality Test
- NeurIPS 2025Efficient Parametric SVD of Koopman Operator for Stochastic Dynamical Systems
- NeurIPS 2025Efficient Spectral Control of Partially Observed Linear Dynamical Systems
- NeurIPS 2025Embracing Contradiction: Theoretical Inconsistency Will Not Impede the Road of Building Responsible AI Systems
- NeurIPS 2025Environment Inference for Learning Generalizable Dynamical System
- NeurIPS 2025Federated Dialogue-Semantic Diffusion for Emotion Recognition under Incomplete Modalities
- NeurIPS 2025Finding separatrices of dynamical flows with Deep Koopman Eigenfunctions
- NeurIPS 2025Finite Sample Analyses for Continuous-time Linear Systems: System Identification and Online Control
- NeurIPS 2025FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
- NeurIPS 2025Heterogeneous Swarms: Jointly Optimizing Model Roles and Weights for Multi-LLM Systems
- NeurIPS 2025In-context Learning of Linear Dynamical Systems with Transformers: Approximation Bounds and Depth-separation
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"}
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。