Reasoning Models papers, 2023–2026
Chain-of-thought, test-time compute, and explicit reasoning capabilities
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 3,512 papers are tagged with this topic.
Key findings
- Reasoning Models went from 470 papers in 2023 to 1,799 in 2026, roughly 3.8x in three years.
- NeurIPS publishes the most Reasoning Models work: 1,253 papers from 2023 to 2026, 36% of the four-venue total.
- The fastest-growing overlap is with Reinforcement Learning: papers tagged with both rose from 9 in 2023 to 437 in 2026.
- Among the 4 topics under Trending Systems, it ranks #3 by 2026 paper count; the fastest grower in the group, AI Agents, is up 12x versus 3.8x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 271 | 57 | 109 | 33 | 470 |
| 2024 | 121 | 84 | 63 | 43 | 311 |
| 2025 | 500 | 203 | 159 | 70 | 932 |
| 2026 | 361 | 652 | 582 | 204 | 1,799 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026A Mechanistic Analysis of Looped Reasoning Language Models
- ICML 2026A Formal Comparison Between Chain of Thought and Latent Thought
- ICLR 2026A Simple "Motivation" Can Enhance Reinforcement Finetuning of Large Reasoning Models
- CVPR 2026Asking like Socrates Socrates helps VLMs understand remote sensing images
- NeurIPS 2025A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1
- ICML 2025A Reasoning-Based Approach to Cryptic Crossword Clue Solving
- ICLR 2025A Formal Framework for Understanding Length Generalization in Transformers
- CVPR 2025Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
- NeurIPS 2024Are Large Language Models Good Statisticians?
- ICML 2024Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models
- ICLR 2024Amortizing intractable inference in large language models
- CVPR 2024Generate Subgoal Images before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal Prompts
- NeurIPS 2023A benchmark of categorical encoders for binary classification
- ICML 2023Can We Scale Transformers to Predict Parameters of Diverse ImageNet Models?
- ICLR 2023Automatic Chain of Thought Prompting in Large Language Models
- CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
- NeurIPS 2026A Solvable Model of Chain-of-Thought in In-Context Learning
- ICML 2026A Narrowing Geometry in Contaminated Reasoning
- ICLR 2026A State-Transition Framework for Efficient LLM Reasoning
- CVPR 2026Beyond Weak Supervision MLLMs-Guided Graded Knowledge Distillation for Unsupervised Camouflaged
All Reasoning Models papers
1,253 papers, page 23 of 26
- NeurIPS 2023Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning
- NeurIPS 2023Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting
- NeurIPS 2023Large Language Models are Visual Reasoning Coordinators
- NeurIPS 2023Large language models implicitly learn to straighten neural sentence trajectories to construct a predictive representation of natural language.
- NeurIPS 2023Large Language Models of Code Fail at Completing Code with Potential Bugs
- NeurIPS 2023Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions
- NeurIPS 2023LeanDojo: Theorem Proving with Retrieval-Augmented Language Models
- NeurIPS 2023Learning Reliable Logical Rules with SATNet
- NeurIPS 2023Learning Rule-Induced Subgraph Representations for Inductive Relation Prediction
- NeurIPS 2023Learning to Reason and Memorize with Self-Notes
- NeurIPS 2023LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models
- NeurIPS 2023LLM-Pruner: On the Structural Pruning of Large Language Models
- NeurIPS 2023Localized Symbolic Knowledge Distillation for Visual Commonsense Models
- NeurIPS 2023LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering
- NeurIPS 2023Markovian Sliced Wasserstein Distances: Beyond Independent Projections
- NeurIPS 2023Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
- NeurIPS 2023Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization
- NeurIPS 2023Minimum norm interpolation by perceptra: Explicit regularization and implicit bias
- NeurIPS 2023Mitigating the Popularity Bias of Graph Collaborative Filtering: A Dimensional Collapse Perspective
- NeurIPS 2023MMD Aggregated Two-Sample Test
- NeurIPS 2023MoCa: Measuring Human-Language Model Alignment on Causal and Moral Judgment Tasks
- NeurIPS 2023Most Neural Networks Are Almost Learnable
- NeurIPS 2023Multi Time Scale World Models
- NeurIPS 2023MVDoppler: Unleashing the Power of Multi-View Doppler for MicroMotion-based Gait Classification
- NeurIPS 2023Near Optimal Reconstruction of Spherical Harmonic Expansions
- NeurIPS 2023Neural Algorithmic Reasoning Without Intermediate Supervision
- NeurIPS 2023Neural Foundations of Mental Simulation: Future Prediction of Latent Representations on Dynamic Scenes
- NeurIPS 2023Newton–Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems
- NeurIPS 2023Non-Asymptotic Analysis of a UCB-based Top Two Algorithm
- NeurIPS 2023Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts
- NeurIPS 2023Offline Imitation Learning with Variational Counterfactual Reasoning
- NeurIPS 2023On Calibrating Diffusion Probabilistic Models
- NeurIPS 2023On Sparse Modern Hopfield Model
- NeurIPS 2023On the Adversarial Robustness of Out-of-distribution Generalization Models
- NeurIPS 2023On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence
- NeurIPS 2023On the Convergence of CART under Sufficient Impurity Decrease Condition
- NeurIPS 2023On the Exploration of Local Significant Differences For Two-Sample Test
- NeurIPS 2023On the Generalization Error of Stochastic Mirror Descent for Quadratically-Bounded Losses: an Improved Analysis
- NeurIPS 2023On the Generalization Properties of Diffusion Models
- NeurIPS 2023On the Identifiability and Interpretability of Gaussian Process Models
- NeurIPS 2023On the Last-iterate Convergence in Time-varying Zero-sum Games: Extra Gradient Succeeds where Optimism Fails
- NeurIPS 2023On the Planning Abilities of Large Language Models - A Critical Investigation
- NeurIPS 2023On the Size and Approximation Error of Distilled Datasets
- NeurIPS 2023On the Statistical Consistency of Risk-Sensitive Bayesian Decision-Making
- NeurIPS 2023On the Variance, Admissibility, and Stability of Empirical Risk Minimization
- NeurIPS 2023One-step differentiation of iterative algorithms
- NeurIPS 2023Online Clustering of Bandits with Misspecified User Models
- NeurIPS 2023OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping
- NeurIPS 2023Optimal testing using combined test statistics across independent studies
- NeurIPS 2023Optimal Time Complexities of Parallel Stochastic Optimization Methods Under a Fixed Computation Model
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FAQ
- How many Reasoning Models papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 3,512 in total: 470 in 2023, 311 in 2024, 932 in 2025, 1,799 in 2026.
- How many Reasoning Models papers are at NeurIPS 2026?
- NeurIPS 2026 has 361 Reasoning Models papers, versus 500 the year before.
- How many Reasoning Models papers are at ICLR 2026?
- ICLR 2026 has 652 Reasoning Models papers, versus 203 the year before.
- How many Reasoning Models papers are at ICML 2026?
- ICML 2026 has 582 Reasoning Models papers, versus 159 the year before.
- How many Reasoning Models papers are at CVPR 2026?
- CVPR 2026 has 204 Reasoning Models papers, versus 70 the year before.
- Which conference publishes the most Reasoning Models papers?
- NeurIPS, with 1,253 papers from 2023 to 2026.