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 419 篇，第 8 / 9 页

351. NeurIPS 2024On the Role of Attention Masks and LayerNorm in Transformers
352. NeurIPS 2024Online Control with Adversarial Disturbance for Continuous-time Linear Systems
353. NeurIPS 2024Overcoming Common Flaws in the Evaluation of Selective Classification Systems
354. NeurIPS 2024Parametric model reduction of mean-field and stochastic systems via higher-order action matching
355. NeurIPS 2024Performative Control for Linear Dynamical Systems
356. NeurIPS 2024PowerPM: Foundation Model for Power Systems
357. NeurIPS 2024Probabilistic Decomposed Linear Dynamical Systems for Robust Discovery of Latent Neural Dynamics
358. NeurIPS 2024ProgressGym: Alignment with a Millennium of Moral Progress
359. NeurIPS 2024PSL: Rethinking and Improving Softmax Loss from Pairwise Perspective for Recommendation
360. NeurIPS 2024Queueing Matching Bandits with Preference Feedback
361. NeurIPS 2024Recurrent neural network dynamical systems for biological vision
362. NeurIPS 2024Reinforcement Learning with Adaptive Regularization for Safe Control of Critical Systems
363. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
364. NeurIPS 2024SGLang: Efficient Execution of Structured Language Model Programs
365. NeurIPS 2024Spectral Learning of Shared Dynamics Between Generalized-Linear Processes
366. NeurIPS 2024Structural Inference of Dynamical Systems with Conjoined State Space Models
367. NeurIPS 2024Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems
368. NeurIPS 2024Unconditional stability of a recurrent neural circuit implementing divisive normalization
369. NeurIPS 2024User-Creator Feature Polarization in Recommender Systems with Dual Influence
370. NeurIPS 2024When are dynamical systems learned from time series data statistically accurate?
371. CVPR 2023expOSE: Accurate Initialization-Free Projective Factorization Using Exponential Regularization
372. CVPR 2023Sphere-Guided Training of Neural Implicit Surfaces
373. ICLR 2023A Mixture-of-Expert Approach to RL-based Dialogue Management
374. ICLR 2023An Equal-Size Hard EM Algorithm for Diverse Dialogue Generation
375. ICLR 2023Calibration Matters: Tackling Maximization Bias in Large-scale Advertising Recommendation Systems
376. ICLR 2023Causal Representation Learning for Instantaneous and Temporal Effects in Interactive Systems
377. ICLR 2023DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems
378. ICLR 2023Enhancing the Inductive Biases of Graph Neural ODE for Modeling Physical Systems
379. ICLR 2023Evolve Smoothly, Fit Consistently: Learning Smooth Latent Dynamics For Advection-Dominated Systems
380. ICLR 2023Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems
381. ICLR 2023Learning differentiable solvers for systems with hard constraints
382. ICLR 2023Learning Locality and Isotropy in Dialogue Modeling
383. ICLR 2023Learning to Extrapolate: A Transductive Approach
384. ICLR 2023Personalized Reward Learning with Interaction-Grounded Learning (IGL)
385. ICLR 2023Phase2vec: dynamical systems embedding with a physics-informed convolutional network
386. ICLR 2023Represent to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency
387. ICLR 2023Softened Symbol Grounding for Neuro-symbolic Systems
388. ICLR 2023Spatial Attention Kinetic Networks with E(n)-Equivariance
389. ICLR 2023The Implicit Bias of Minima Stability in Multivariate Shallow ReLU Networks
390. ICML 2023A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
391. ICML 2023Diverse and Faithful Knowledge-Grounded Dialogue Generation via Sequential Posterior Inference
392. ICML 2023FLEX: an Adaptive Exploration Algorithm for Nonlinear Systems
393. ICML 2023Gaussian Process Priors for Systems of Linear Partial Differential Equations with Constant Coefficients
394. ICML 2023Graph Switching Dynamical Systems
395. ICML 2023Inferring Relational Potentials in Interacting Systems
396. ICML 2023Learning to Decouple Complex Systems
397. ICML 2023Locally Regularized Neural Differential Equations: Some Black Boxes were meant to remain closed!
398. ICML 2023On the Effectiveness of Offline RL for Dialogue Response Generation
399. ICML 2023Preprocessors Matter! Realistic Decision-Based Attacks on Machine Learning Systems
400. ICML 2023Sparse Learning of Dynamical Systems in RKHS: An Operator-Theoretic Approach

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。