Dialogue Systems papers, 2023–2026
Dialogue and chat models
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 419 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 15 | 17 | 15 | 2 | 49 |
| 2024 | 52 | 13 | 27 | 0 | 92 |
| 2025 | 46 | 34 | 20 | 7 | 107 |
| 2026 | 76 | 36 | 54 | 5 | 171 |
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
419 papers, page 6 of 9
- NeurIPS 2025Inferring stochastic dynamics with growth from cross-sectional data
- NeurIPS 2025Information-Driven Design of Imaging Systems
- NeurIPS 2025Learning Dynamics of RNNs in Closed-Loop Environments
- NeurIPS 2025Max Entropy Moment Kalman Filter for Polynomial Systems with Arbitrary Noise
- NeurIPS 2025Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks
- NeurIPS 2025Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab
- NeurIPS 2025Mind the Quote: Enabling Quotation-Aware Dialogue in LLMs via Plug-and-Play Modules
- NeurIPS 2025Modeling Neural Activity with Conditionally Linear Dynamical Systems
- NeurIPS 2025MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems
- NeurIPS 2025MTRec: Learning to Align with User Preferences via Mental Reward Models
- NeurIPS 2025Normalization in Attention Dynamics
- NeurIPS 2025OceanBench: A Benchmark for Data-Driven Global Ocean Forecasting systems
- NeurIPS 2025Predictability Enables Parallelization of Nonlinear State Space Models
- NeurIPS 2025Predicting partially observable dynamical systems via diffusion models with a multiscale inference scheme
- NeurIPS 2025Projection-based Lyapunov method for fully heterogeneous weakly-coupled MDPs
- NeurIPS 2025Recursive Inference Scaling: A Winning Path to Scalable Inference in Language and Multimodal Systems
- NeurIPS 2025Rigor in AI: Doing Rigorous AI Work Requires a Broader, Responsible AI-Informed Conception of Rigor
- NeurIPS 2025RNNs perform task computations by dynamically warping neural representations
- NeurIPS 2025Safely Learning Controlled Stochastic Dynamics
- NeurIPS 2025SING: SDE Inference via Natural Gradients
- NeurIPS 2025Spatial-Aware Decision-Making with Ring Attractors in Reinforcement Learning Systems
- NeurIPS 2025SpectraLDS: Provable Distillation for Linear Dynamical Systems
- NeurIPS 2025Stabilizing LTI Systems under Partial Observability: Sample Complexity and Fundamental Limits
- NeurIPS 2025Stable Port-Hamiltonian Neural Networks
- NeurIPS 2025TranSUN: A Preemptive Paradigm to Eradicate Retransformation Bias Intrinsically from Regression Models in Recommender Systems
- NeurIPS 2025UnCLe: Towards Scalable Dynamic Causal Discovery in Non-linear Temporal Systems
- NeurIPS 2025Unlocking hidden biomolecular conformational landscapes in diffusion models at inference time
- NeurIPS 2025Validating LLM-as-a-Judge Systems under Rating Indeterminacy
- ICLR 2024Algorithms for Caching and MTS with reduced number of predictions
- ICLR 2024Demystifying Embedding Spaces using Large Language Models
- ICLR 2024Entropy Coding of Unordered Data Structures
- ICLR 2024GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks
- ICLR 2024Learning invariant representations of time-homogeneous stochastic dynamical systems
- ICLR 2024Manipulating dropout reveals an optimal balance of efficiency and robustness in biological and machine visual systems
- ICLR 2024Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems
- ICLR 2024Neural Contractive Dynamical Systems
- ICLR 2024ODEFormer: Symbolic Regression of Dynamical Systems with Transformers
- ICLR 2024Parsing neural dynamics with infinite recurrent switching linear dynamical systems
- ICLR 2024Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
- ICLR 2024RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
- ICLR 2024Safe Collaborative Filtering
- ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
- ICML 2024An Efficient Self-Learning Framework For Interactive Spoken Dialog Systems
- ICML 2024Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
- ICML 2024Consistent Long-Term Forecasting of Ergodic Dynamical Systems
- ICML 2024Designing Decision Support Systems using Counterfactual Prediction Sets
- ICML 2024Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution
- ICML 2024DynSyn: Dynamical Synergistic Representation for Efficient Learning and Control in Overactuated Embodied Systems
- ICML 2024DySLIM: Dynamics Stable Learning by Invariant Measure for Chaotic Systems
- ICML 2024Efficient PAC Learnability of Dynamical Systems Over Multilayer Networks
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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.