Differentiable Reasoning papers, 2023–2026

Key findings

• Differentiable Reasoning went from 31 papers in 2023 to 79 in 2026, roughly 2.5x in three years.
• NeurIPS publishes the most Differentiable Reasoning work: 65 papers from 2023 to 2026, 35% of the four-venue total.
• The fastest-growing overlap is with Mathematical Reasoning: papers tagged with both rose from 3 in 2023 to 29 in 2026.
• Among the 5 topics under Neurosymbolic AI, it ranks #3 by 2026 paper count; the fastest grower in the group, Mathematical Reasoning, is up 10x versus 2.5x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Beyond MSE: Differentiable Complexity Priors for Structure-Preserving Neural Denoising
• ICML 2026Differentiable Conformal Training for LLM Reasoning Factuality
• ICLR 2026$\boldsymbol{\partial^\infty}$-Grid: A Neural Differential Equation Solver with Differentiable Feature Grids
• CVPR 2026D-Convexity A Unified Differentiable Convex Shape Prior via Quasi-Concavity for
• NeurIPS 2025Consistency Conditions for Differentiable Surrogate Losses
• ICML 2025DiLQR: Differentiable Iterative Linear Quadratic Regulator via Implicit Differentiation
• ICLR 2025Analytic DAG Constraints for Differentiable DAG Learning
• CVPR 2025Differentiable Inverse Rendering with Interpretable Basis BRDFs
• NeurIPS 2024DeiSAM: Segment Anything with Deictic Prompting
• ICML 2024A Differentiable Partially Observable Generalized Linear Model with Forward-Backward Message Passing
• ICLR 2024Generalized Neural Sorting Networks with Error-Free Differentiable Swap Functions
• CVPR 2024Differentiable Display Photometric Stereo
• NeurIPS 2023Differentiable Clustering with Perturbed Spanning Forests
• ICML 2023End-to-end Differentiable Clustering with Associative Memories
• ICLR 2023Learning Group Importance using the Differentiable Hypergeometric Distribution
• CVPR 2023Deep Learning of Partial Graph Matching via Differentiable Top-K
• NeurIPS 2026Differentiable Exact Learning of Algorithms
• ICML 2026Hide&Seek: Learning to Explain in an End-to-End Differentiable Network
• ICLR 2026Tversky Neural Networks: Psychologically Plausible Deep Learning with Differentiable Tversky Similarity
• CVPR 2026DiffBMP Differentiable Rendering with Bitmap Primitives

All Differentiable Reasoning papers

31 papers, page 1 of 1

1. CVPR 2023Deep Learning of Partial Graph Matching via Differentiable Top-K
2. CVPR 2023Differentiable Architecture Search With Random Features
3. CVPR 2023Differentiable Shadow Mapping for Efficient Inverse Graphics
4. CVPR 2023Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares
5. CVPR 2023Plateau-Reduced Differentiable Path Tracing
6. CVPR 2023TMO: Textured Mesh Acquisition of Objects With a Mobile Device by Using Differentiable Rendering
7. ICLR 2023Can Neural Networks Learn Implicit Logic from Physical Reasoning?
8. ICLR 2023DFlow: Learning to Synthesize Better Optical Flow Datasets via a Differentiable Pipeline
9. ICLR 2023Improving Differentiable Neural Architecture Search by Encouraging Transferability
10. ICLR 2023Learning Group Importance using the Differentiable Hypergeometric Distribution
11. ICLR 2023Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
12. ICLR 2023Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning
13. ICLR 2023Offline Reinforcement Learning with Differentiable Function Approximation is Provably Efficient
14. ICLR 2023TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs
15. ICLR 2023VoGE: A Differentiable Volume Renderer using Gaussian Ellipsoids for Analysis-by-Synthesis
16. ICLR 2023Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy Logic
17. ICML 2023Differentiable Tree Operations Promote Compositional Generalization
18. ICML 2023End-to-end Differentiable Clustering with Associative Memories
19. ICML 2023Interpretable Neural-Symbolic Concept Reasoning
20. ICML 2023Learning Deductive Reasoning from Synthetic Corpus based on Formal Logic
21. ICML 2023Neural Status Registers
22. NeurIPS 2023Differentiable Blocks World: Qualitative 3D Decomposition by Rendering Primitives
23. NeurIPS 2023Differentiable Clustering with Perturbed Spanning Forests
24. NeurIPS 2023Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs
25. NeurIPS 2023Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis
26. NeurIPS 2023Learning Reliable Logical Rules with SATNet
27. NeurIPS 2023Operation-Level Early Stopping for Robustifying Differentiable NAS
28. NeurIPS 2023PDP: Parameter-free Differentiable Pruning is All You Need
29. NeurIPS 2023TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph
30. NeurIPS 2023What’s Left? Concept Grounding with Logic-Enhanced Foundation Models
31. NeurIPS 2023Why think step by step? Reasoning emerges from the locality of experience

FAQ

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

185 in total: 31 in 2023, 29 in 2024, 46 in 2025, 79 in 2026.

How many Differentiable Reasoning papers are at NeurIPS 2026?

NeurIPS 2026 has 28 Differentiable Reasoning papers, versus 22 the year before.

How many Differentiable Reasoning papers are at ICLR 2026?

ICLR 2026 has 16 Differentiable Reasoning papers, versus 13 the year before.

How many Differentiable Reasoning papers are at ICML 2026?

ICML 2026 has 14 Differentiable Reasoning papers, versus 5 the year before.

How many Differentiable Reasoning papers are at CVPR 2026?

CVPR 2026 has 21 Differentiable Reasoning papers, versus 6 the year before.

Which conference publishes the most Differentiable Reasoning papers?

NeurIPS, with 65 papers from 2023 to 2026.