Dialogue Systems papers, 2023–2026

Key findings

• Dialogue Systems went from 49 papers in 2023 to 171 in 2026, roughly 3.5x in three years.
• NeurIPS publishes the most Dialogue Systems work: 189 papers from 2023 to 2026, 45% of the four-venue total.
• The fastest-growing overlap is with Multi-Agent RL: papers tagged with both rose from 0 in 2023 to 17 in 2026.
• Among the 5 topics under Natural Language, it ranks #4 by 2026 paper count; the fastest grower in the group, Retrieval-Augmented Generation, is up 5.4x versus 3.5x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Dialogue Systems papers

189 papers, page 1 of 4

1. NeurIPS 2026A dynamical systems theory of reward-modulated learning in linear recurrent networks
2. NeurIPS 2026A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems
3. NeurIPS 2026A Quantitative Visual Taxonomy of Worldwide Writing Systems
4. NeurIPS 2026Adaptive auditing of AI systems with anytime-valid guarantees
5. NeurIPS 2026AgenTracer-v2: Agentic Failure Tracer for LLM Agentic Systems
6. NeurIPS 2026Attention-Based Soft Answer Sets
7. NeurIPS 2026Auditing Evidence Framing at NeurIPS: A Decade-Scale Study of Accepted Papers
8. NeurIPS 2026BELLS-O: Evaluating the Operational Trade-offs of LLM Supervision Systems
9. NeurIPS 2026Beyond DSA: Conjugacy-based Comparison of Dynamical Systems
10. NeurIPS 2026Beyond IPS: Reliable Counterfactual Evaluation in Multi-Stage Ad Systems without Logged Propensities
11. NeurIPS 2026C3H: Compression-to-Consensus Criteria Hijacking in Multimodal LLM Recommender Systems
12. NeurIPS 2026Causal Effects with Unobserved Unit Types in Interacting Human–AI Systems
13. NeurIPS 2026CS-Dialogue: A 104-Hour Dataset of Spontaneous Mandarin-English Code-Switching Dialogues for Speech Recognition
14. NeurIPS 2026DDBench: A Benchmark for Agentic Debugging on Distributed Systems
15. NeurIPS 2026DECEIVE-AFC: Adversarial Claim Attacks against Search-Enabled LLM-based Fact-Checking Systems
16. NeurIPS 2026Discovering Phase Space Structure in Learned Hamiltonian Systems
17. NeurIPS 2026DistDebug-Bench: Can LLM Agents Diagnose Bugs in Distributed Systems?
18. NeurIPS 2026Do Enterprise Systems Need Learned World Models? The Importance of Context to Infer Dynamics
19. NeurIPS 2026Efficient evaluation and error pattern discovery for blackbox AI systems
20. NeurIPS 2026Embedding Security Properties into AI-Enabled Cyber-Physical Systems
21. NeurIPS 2026EmpathyChat: Structured Cognitive Reasoning in Empathetic Spoken Dialogue
22. NeurIPS 2026End-to-End Identifiable and Consistent Recurrent Switching Dynamical Systems
23. NeurIPS 2026Fingerprinting Inference Systems of Large Language Models
24. NeurIPS 2026Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems
25. NeurIPS 2026GT-Free OCR Metrics: A Reference-Free Evaluation Framework for Document OCR Systems
26. NeurIPS 2026Hidden Tails: Certifying Tail-Risk Claims under Selective Labels
27. NeurIPS 2026In-context learning to predict critical transitions in dynamical systems
28. NeurIPS 2026Inductive Deductive Synthesis: Enabling AI to Generate Formally Verified Systems
29. NeurIPS 2026Information bottleneck dynamics during learning across artificial and biological neural systems
30. NeurIPS 2026Inter-Agent Influence: Evaluating Persuasion, Deception and Coercion in Multi-Agent Systems
31. NeurIPS 2026Iterative Critique-and-Routing Controller for Multi-Agent Systems with Heterogeneous LLMs
32. NeurIPS 2026Know Where You Stand: Memory-Source Choice in Long-Context Dialogue Agents
33. NeurIPS 2026Knowing When Multivariate Forecasts Are Wrong
34. NeurIPS 2026Learned Lagrangian Models of PDEs via Euler–Lagrange Residual Minimization
35. NeurIPS 2026Learning Digital Twins under Drift: Optimal Tracking Rates for Non-Stationary Dynamical Systems
36. NeurIPS 2026Learning Provable Neural Network Observer for Uncertain Dynamical Systems
37. NeurIPS 2026LLM-ACES: Closed-Loop Discovery of Dynamic Systems with LLM-Guided Adaptive Search
38. NeurIPS 2026LongMINT: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems
39. NeurIPS 2026Markov Metrical Task Systems
40. NeurIPS 2026Mental Health AI Must Move Beyond Diagnostic Prediction and Chat-Based Support: Toward Perspective-Aware, Multisensory Co-Experience
41. NeurIPS 2026Mental-Models for Multi-Agent Systems
42. NeurIPS 2026MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI
43. NeurIPS 2026Mult-DPO: Multinomial Direct Preference Optimization for Recommender Systems
44. NeurIPS 2026Norm Enforcement for AI Agents: Robustly Shaping Behavior in Multi-Agent Systems
45. NeurIPS 2026Online Causal Configuration for Networked Systems via Doubly Robust Steady-State Learning
46. NeurIPS 2026Overcoming Attention Distraction: Training-Free Latent Communication for Multi-Agent Systems
47. NeurIPS 2026PAC-Bayesian Bounds for Learning Partially Observed Stochastic Linear Time-Invariant State-Space Systems with Inputs and Sub-Gaussian Noise
48. NeurIPS 2026PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents
49. NeurIPS 2026PRIME: Poincaré return induced measure for learning partially observed dynamical systems
50. NeurIPS 2026ProbMedTOD: A Bayesian Network Guided Task-Oriented Dialogue System for Patient History Taking

FAQ

How many Dialogue Systems papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

419 in total: 49 in 2023, 92 in 2024, 107 in 2025, 171 in 2026.

How many Dialogue Systems papers are at NeurIPS 2026?

NeurIPS 2026 has 76 Dialogue Systems papers, versus 46 the year before.

How many Dialogue Systems papers are at ICLR 2026?

ICLR 2026 has 36 Dialogue Systems papers, versus 34 the year before.

How many Dialogue Systems papers are at ICML 2026?

ICML 2026 has 54 Dialogue Systems papers, versus 20 the year before.

How many Dialogue Systems papers are at CVPR 2026?

CVPR 2026 has 5 Dialogue Systems papers, versus 7 the year before.

Which conference publishes the most Dialogue Systems papers?

NeurIPS, with 189 papers from 2023 to 2026.