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 189 篇，第 4 / 4 页

151. NeurIPS 2024Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees
152. NeurIPS 2024Marrying Causal Representation Learning with Dynamical Systems for Science
153. NeurIPS 2024NN4SysBench: Characterizing Neural Network Verification for Computer Systems
154. NeurIPS 2024No Free Delivery Service: Epistemic limits of passive data collection in complex social systems
155. NeurIPS 2024On the Role of Attention Masks and LayerNorm in Transformers
156. NeurIPS 2024Online Control with Adversarial Disturbance for Continuous-time Linear Systems
157. NeurIPS 2024Overcoming Common Flaws in the Evaluation of Selective Classification Systems
158. NeurIPS 2024Parametric model reduction of mean-field and stochastic systems via higher-order action matching
159. NeurIPS 2024Performative Control for Linear Dynamical Systems
160. NeurIPS 2024PowerPM: Foundation Model for Power Systems
161. NeurIPS 2024Probabilistic Decomposed Linear Dynamical Systems for Robust Discovery of Latent Neural Dynamics
162. NeurIPS 2024ProgressGym: Alignment with a Millennium of Moral Progress
163. NeurIPS 2024PSL: Rethinking and Improving Softmax Loss from Pairwise Perspective for Recommendation
164. NeurIPS 2024Queueing Matching Bandits with Preference Feedback
165. NeurIPS 2024Recurrent neural network dynamical systems for biological vision
166. NeurIPS 2024Reinforcement Learning with Adaptive Regularization for Safe Control of Critical Systems
167. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
168. NeurIPS 2024SGLang: Efficient Execution of Structured Language Model Programs
169. NeurIPS 2024Spectral Learning of Shared Dynamics Between Generalized-Linear Processes
170. NeurIPS 2024Structural Inference of Dynamical Systems with Conjoined State Space Models
171. NeurIPS 2024Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems
172. NeurIPS 2024Unconditional stability of a recurrent neural circuit implementing divisive normalization
173. NeurIPS 2024User-Creator Feature Polarization in Recommender Systems with Dual Influence
174. NeurIPS 2024When are dynamical systems learned from time series data statistically accurate?
175. NeurIPS 2023AllSim: Simulating and Benchmarking Resource Allocation Policies in Multi-User Systems
176. NeurIPS 2023Are Vision Transformers More Data Hungry Than Newborn Visual Systems?
177. NeurIPS 2023Cookie Consent Has Disparate Impact on Estimation Accuracy
178. NeurIPS 2023Diplomat: A Dialogue Dataset for Situated PragMATic Reasoning
179. NeurIPS 2023Lending Interaction Wings to Recommender Systems with Conversational Agents
180. NeurIPS 2023Moral Responsibility for AI Systems
181. NeurIPS 2023Nearly Optimal Bounds for Cyclic Forgetting
182. NeurIPS 2023OKRidge: Scalable Optimal k-Sparse Ridge Regression
183. NeurIPS 2023Optimal Exploration for Model-Based RL in Nonlinear Systems
184. NeurIPS 2023Optimistic Active Exploration of Dynamical Systems
185. NeurIPS 2023Probabilistic inverse optimal control for non-linear partially observable systems disentangles perceptual uncertainty and behavioral costs
186. NeurIPS 2023Recommender Systems with Generative Retrieval
187. NeurIPS 2023Rethinking Incentives in Recommender Systems: Are Monotone Rewards Always Beneficial?
188. NeurIPS 2023Stochastic Approximation Algorithms for Systems of Interacting Particles
189. NeurIPS 2023Supply-Side Equilibria in Recommender 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。