Logic and Neural papers, 2023–2026
Logic constraints
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 366 papers are tagged with this topic.
Key findings
- Logic and Neural fell from 162 papers in 2023 to 86 in 2026, so interest is cooling.
- NeurIPS publishes the most Logic and Neural work: 173 papers from 2023 to 2026, 47% of the four-venue total.
- The fastest-growing overlap is with Social aspects · accountability transparency and interpretability: papers tagged with both rose from 1 in 2023 to 8 in 2026.
- Among the 5 topics under Neurosymbolic AI, it ranks #2 by 2026 paper count; the fastest grower in the group, Mathematical Reasoning, is up 10x versus 0.5x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 99 | 9 | 47 | 7 | 162 |
| 2024 | 19 | 6 | 28 | 11 | 64 |
| 2025 | 23 | 11 | 12 | 8 | 54 |
| 2026 | 32 | 20 | 25 | 9 | 86 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026B$^3$-PWL: GPU-Batched Branch-and-Bound for Piecewise-Linear Optimization with SOS2 Constraints
- ICML 2026Length Generalization Bounds for Transformers
- ICLR 2026From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks
- CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
- NeurIPS 2025Characterizing the Expressivity of Fixed-Precision Transformer Language Models
- ICML 2025Counterfactual Graphical Models: Constraints and Inference
- ICLR 2025Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints
- CVPR 2025Learning Affine Correspondences by Integrating Geometric Constraints
- NeurIPS 2024Beyond Primal-Dual Methods in Bandits with Stochastic and Adversarial Constraints
- ICML 2024A Field Guide for Pacing Budget and ROS Constraints
- ICLR 2024LogicMP: A Neuro-symbolic Approach for Encoding First-order Logic Constraints
- CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
- NeurIPS 2023Aligning Gradient and Hessian for Neural Signed Distance Function
- ICML 2023Eventual Discounting Temporal Logic Counterfactual Experience Replay
- ICLR 2023Global Explainability of GNNs via Logic Combination of Learned Concepts
- CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
- NeurIPS 2026Batched Stochastic Linear Bandits with 1-Bit Communication Constraints
- ICML 2026KANFIS: A Neuro-Symbolic Framework for Interpretable and Uncertainty-Aware Learning
- ICLR 2026The Logical Expressiveness of Topological Neural Networks
- CVPR 2026NeuroRule Bridging Vision and Logic with Differentiable Rule Induction
All Logic and Neural papers
366 papers, page 8 of 8
- NeurIPS 2023Soft-Unification in Deep Probabilistic Logic
- NeurIPS 2023Spectral Evolution and Invariance in Linear-width Neural Networks
- NeurIPS 2023Spiking PointNet: Spiking Neural Networks for Point Clouds
- NeurIPS 2023StEik: Stabilizing the Optimization of Neural Signed Distance Functions and Finer Shape Representation
- NeurIPS 2023Structure from Duplicates: Neural Inverse Graphics from a Pile of Objects
- NeurIPS 2023Structured Neural-PI Control with End-to-End Stability and Output Tracking Guarantees
- NeurIPS 2023TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery
- NeurIPS 2023Towards Label Position Bias in Graph Neural Networks
- NeurIPS 2023Train Once and Explain Everywhere: Pre-training Interpretable Graph Neural Networks
- NeurIPS 2023Training Neural Networks is NP-Hard in Fixed Dimension
- NeurIPS 2023Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign?
- NeurIPS 2023Training Transformers with 4-bit Integers
- NeurIPS 2023Understanding Neural Network Binarization with Forward and Backward Proximal Quantizers
- NeurIPS 2023Universal Prompt Tuning for Graph Neural Networks
- NeurIPS 2023UP-NeRF: Unconstrained Pose Prior-Free Neural Radiance Field
- NeurIPS 2023When Do Neural Nets Outperform Boosted Trees on Tabular Data?
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FAQ
- How many Logic and Neural papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 366 in total: 162 in 2023, 64 in 2024, 54 in 2025, 86 in 2026.
- How many Logic and Neural papers are at NeurIPS 2026?
- NeurIPS 2026 has 32 Logic and Neural papers, versus 23 the year before.
- How many Logic and Neural papers are at ICLR 2026?
- ICLR 2026 has 20 Logic and Neural papers, versus 11 the year before.
- How many Logic and Neural papers are at ICML 2026?
- ICML 2026 has 25 Logic and Neural papers, versus 12 the year before.
- How many Logic and Neural papers are at CVPR 2026?
- CVPR 2026 has 9 Logic and Neural papers, versus 8 the year before.
- Which conference publishes the most Logic and Neural papers?
- NeurIPS, with 173 papers from 2023 to 2026.