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 107 篇，第 1 / 3 页

1. CVPR 2025BlenderGym: Benchmarking Foundational Model Systems for Graphics Editing
2. CVPR 2025Chat-based Person Retrieval via Dialogue-Refined Cross-Modal Alignment
3. CVPR 2025ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems
4. CVPR 2025Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses
5. CVPR 2025JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems
6. CVPR 2025Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
7. CVPR 2025Towards Precise Embodied Dialogue Localization via Causality Guided Diffusion
8. ICLR 2025Accelerating Neural ODEs: A Variational Formulation-based Approach
9. ICLR 2025Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
10. ICLR 2025CAX: Cellular Automata Accelerated in JAX
11. ICLR 2025ContextGNN: Beyond Two-Tower Recommendation Systems
12. ICLR 2025Disentangling 3D Animal Pose Dynamics with Scrubbed Conditional Latent Variables
13. ICLR 2025DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models
14. ICLR 2025Efficiently Parameterized Neural Metriplectic Systems
15. ICLR 2025FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs
16. ICLR 2025Feedback Favors the Generalization of Neural ODEs
17. ICLR 2025Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems
18. ICLR 2025Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems
19. ICLR 2025How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions
20. ICLR 2025Identifying latent state transitions in non-linear dynamical systems
21. ICLR 2025Improving Data Efficiency via Curating LLM-Driven Rating Systems
22. ICLR 2025InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems
23. ICLR 2025Intelligence at the Edge of Chaos
24. ICLR 2025Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data
25. ICLR 2025Learning Spatiotemporal Dynamical Systems from Point Process Observations
26. ICLR 2025Learning under Temporal Label Noise
27. ICLR 2025Long-time asymptotics of noisy SVGD outside the population limit
28. ICLR 2025Motion Control of High-Dimensional Musculoskeletal Systems with Hierarchical Model-Based Planning
29. ICLR 2025Neural Context Flows for Meta-Learning of Dynamical Systems
30. ICLR 2025Optimal Transport for Time Series Imputation
31. ICLR 2025PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems
32. ICLR 2025Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains
33. ICLR 2025Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
34. ICLR 2025Scalable Bayesian Learning with posteriors
35. ICLR 2025Scalable Mechanistic Neural Networks
36. ICLR 2025Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning
37. ICLR 2025SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
38. ICLR 2025Systems with Switching Causal Relations: A Meta-Causal Perspective
39. ICLR 2025ThunderKittens: Simple, Fast, and $\textit{Adorable}$ Kernels
40. ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
41. ICLR 2025Zero-shot forecasting of chaotic systems
42. ICML 2025A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks
43. ICML 2025Accurate Identification of Communication Between Multiple Interacting Neural Populations
44. ICML 2025Aligning Spoken Dialogue Models from User Interactions
45. ICML 2025Dialogue Without Limits: Constant-Sized KV Caches for Extended Response in LLMs
46. ICML 2025Discovering Physics Laws of Dynamical Systems via Invariant Function Learning
47. ICML 2025Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems
48. ICML 2025Guided Structural Inference: Leveraging Priors with Soft Gating Mechanisms
49. ICML 2025Identifying Neural Dynamics Using Interventional State Space Models
50. ICML 2025KoopSTD: Reliable Similarity Analysis between Dynamical Systems via Approximating Koopman Spectrum with Timescale Decoupling

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。