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

29 papers, page 1 of 1

1. CVPR 2024Cinematic Behavior Transfer via NeRF-based Differentiable Filming
2. CVPR 2024Differentiable Display Photometric Stereo
3. CVPR 2024Differentiable Micro-Mesh Construction
4. CVPR 2024Differentiable Point-based Inverse Rendering
5. CVPR 2024Dr. Bokeh: DiffeRentiable Occlusion-aware Bokeh Rendering
6. CVPR 2024Dr.Hair: Reconstructing Scalp-Connected Hair Strands without Pre-Training via Differentiable Rendering of Line Segments
7. CVPR 2024DUDF: Differentiable Unsigned Distance Fields with Hyperbolic Scaling
8. CVPR 2024Intraoperative 2D/3D Image Registration via Differentiable X-ray Rendering
9. CVPR 2024PixelLM: Pixel Reasoning with Large Multimodal Model
10. CVPR 2024TexTile: A Differentiable Metric for Texture Tileability
11. ICLR 2024COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits
12. ICLR 2024Differentiable Euler Characteristic Transforms for Shape Classification
13. ICLR 2024EBMDock: Neural Probabilistic Protein-Protein Docking via a Differentiable Energy Model
14. ICLR 2024Faithful Rule Extraction for Differentiable Rule Learning Models
15. ICLR 2024Generalized Neural Sorting Networks with Error-Free Differentiable Swap Functions
16. ICLR 2024Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge Graphs
17. ICLR 2024Logical Languages Accepted by Transformer Encoders with Hard Attention
18. ICLR 2024Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement
19. ICML 2024A Differentiable Partially Observable Generalized Linear Model with Forward-Backward Message Passing
20. ICML 2024Differentiable Combinatorial Scheduling at Scale
21. ICML 2024Differentiable Model Scaling using Differentiable Topk
22. ICML 2024Differentiable Weightless Neural Networks
23. ICML 2024Improving Neural Logic Machines via Failure Reflection
24. ICML 2024Scale-Free Image Keypoints Using Differentiable Persistent Homology
25. NeurIPS 2024Abductive Reasoning in Logical Credal Networks
26. NeurIPS 2024Convolutional Differentiable Logic Gate Networks
27. NeurIPS 2024DeiSAM: Segment Anything with Deictic Prompting
28. NeurIPS 2024Differentiable Structure Learning with Partial Orders
29. NeurIPS 2024Diffusing Differentiable Representations

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.