对话系统论文趋势 2023–2026

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。

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 100 篇，第 2 / 2 页

51. ICLR 2025InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems
52. ICLR 2025Intelligence at the Edge of Chaos
53. ICLR 2025Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data
54. ICLR 2025Learning Spatiotemporal Dynamical Systems from Point Process Observations
55. ICLR 2025Learning under Temporal Label Noise
56. ICLR 2025Long-time asymptotics of noisy SVGD outside the population limit
57. ICLR 2025Motion Control of High-Dimensional Musculoskeletal Systems with Hierarchical Model-Based Planning
58. ICLR 2025Neural Context Flows for Meta-Learning of Dynamical Systems
59. ICLR 2025Optimal Transport for Time Series Imputation
60. ICLR 2025PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems
61. ICLR 2025Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains
62. ICLR 2025Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
63. ICLR 2025Scalable Bayesian Learning with posteriors
64. ICLR 2025Scalable Mechanistic Neural Networks
65. ICLR 2025Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning
66. ICLR 2025SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
67. ICLR 2025Systems with Switching Causal Relations: A Meta-Causal Perspective
68. ICLR 2025ThunderKittens: Simple, Fast, and $\textit{Adorable}$ Kernels
69. ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
70. ICLR 2025Zero-shot forecasting of chaotic systems
71. ICLR 2024Algorithms for Caching and MTS with reduced number of predictions
72. ICLR 2024Demystifying Embedding Spaces using Large Language Models
73. ICLR 2024Entropy Coding of Unordered Data Structures
74. ICLR 2024GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks
75. ICLR 2024Learning invariant representations of time-homogeneous stochastic dynamical systems
76. ICLR 2024Manipulating dropout reveals an optimal balance of efficiency and robustness in biological and machine visual systems
77. ICLR 2024Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems
78. ICLR 2024Neural Contractive Dynamical Systems
79. ICLR 2024ODEFormer: Symbolic Regression of Dynamical Systems with Transformers
80. ICLR 2024Parsing neural dynamics with infinite recurrent switching linear dynamical systems
81. ICLR 2024Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
82. ICLR 2024RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
83. ICLR 2024Safe Collaborative Filtering
84. ICLR 2023A Mixture-of-Expert Approach to RL-based Dialogue Management
85. ICLR 2023An Equal-Size Hard EM Algorithm for Diverse Dialogue Generation
86. ICLR 2023Calibration Matters: Tackling Maximization Bias in Large-scale Advertising Recommendation Systems
87. ICLR 2023Causal Representation Learning for Instantaneous and Temporal Effects in Interactive Systems
88. ICLR 2023DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems
89. ICLR 2023Enhancing the Inductive Biases of Graph Neural ODE for Modeling Physical Systems
90. ICLR 2023Evolve Smoothly, Fit Consistently: Learning Smooth Latent Dynamics For Advection-Dominated Systems
91. ICLR 2023Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems
92. ICLR 2023Learning differentiable solvers for systems with hard constraints
93. ICLR 2023Learning Locality and Isotropy in Dialogue Modeling
94. ICLR 2023Learning to Extrapolate: A Transductive Approach
95. ICLR 2023Personalized Reward Learning with Interaction-Grounded Learning (IGL)
96. ICLR 2023Phase2vec: dynamical systems embedding with a physics-informed convolutional network
97. ICLR 2023Represent to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency
98. ICLR 2023Softened Symbol Grounding for Neuro-symbolic Systems
99. ICLR 2023Spatial Attention Kinetic Networks with E(n)-Equivariance
100. ICLR 2023The Implicit Bias of Minima Stability in Multivariate Shallow ReLU Networks

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。