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

20 papers, page 1 of 1

1. CVPR 2026D-Convexity A Unified Differentiable Convex Shape Prior via Quasi-Concavity for
2. CVPR 2026DiffBMP Differentiable Rendering with Bitmap Primitives
3. CVPR 2026Differentiable Adaptive 4D Structured Illumination for Joint Capture of Shape
4. CVPR 2026Differentiable Laplacian Matrix Guided Superpixel Segmentation
5. CVPR 2026DiffSoup Direct Differentiable Rasterization of Triangle Soup for Extreme Radiance
6. CVPR 2026GeoCoT Towards Reliable Remote Sensing Reasoning with Manifold Perspective
7. CVPR 2026Geoint-R1 Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions
8. CVPR 2026Hermite Radial Basis Function for Surface Reconstruction via Differentiable Rendering
9. CVPR 2026Learning Differentiable Hierarchies in 3D Gaussian Splatting
10. CVPR 2026Lens Component Deletion based on Differentiable Ray Tracing
11. CVPR 2026MeshSplatting Differentiable Rendering with Opaque Meshes
12. CVPR 2026MVInverse Feed-forward Multiview Inverse Rendering in Seconds
13. CVPR 2026Parallelised Differentiable Straightest Geodesics for 3D Meshes
14. CVPR 2026Perceiving the Near Reasoning the Distant Coherent Long-Horizon Trajectory Prediction
15. CVPR 2026Proof-of-Perception Certified Tool-Using Multimodal Reasoning with Compositional Conformal Guarantees
16. CVPR 2026SPREAD Spatial-Physical REasoning via geometry Aware Diffusion
17. CVPR 2026Think with 3D Geometric Imagination Grounded Spatial Reasoning from Limited
18. CVPR 2026Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models
19. CVPR 2026Visual-RRT Finding Paths toward Visual-Goals via Differentiable Rendering
20. CVPR 2026When Visualizing is the First Step to Reasoning MIRA a

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.