Deep learning · representation learning papers, 2023–2026

Key findings

• Deep learning · representation learning fell from 259 papers in 2023 to 214 in 2026, so interest is cooling.
• NeurIPS publishes the most Deep learning · representation learning work: 279 papers from 2023 to 2026, 35% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 11 in 2023 to 28 in 2026.
• Among the 11 topics under Deep Learning, it ranks #7 by 2026 paper count; the fastest grower in the group, Diffusion Models, is up 4.1x versus 0.8x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Active Learning as Nullspace Regulation: A Spectral Representation Perspective
• ICML 2026Addressing Instrument-Outcome Confounding in Mendelian Randomization through Representation Learning
• ICLR 2026Boosting Open Set Recognition Performance through Modulated Representation Learning
• CVPR 2026CanonCGT Reference-Based Color Grading via Canonical Pivot Representation
• NeurIPS 2025Causality-Induced Positional Encoding for Transformer-Based Representation Learning of Non-Sequential Features
• ICML 2025Banyan: Improved Representation Learning with Explicit Structure
• ICLR 2025Edge-aware Image Smoothing with Relative Wavelet Domain Representation
• CVPR 20253D-SLNR: A Super Lightweight Neural Representation for Large-scale 3D Mapping
• NeurIPS 2024GV-Rep: A Large-Scale Dataset for Genetic Variant Representation Learning
• ICML 2024Data-free Neural Representation Compression with Riemannian Neural Dynamics
• ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
• CVPR 2024Disentangled Prompt Representation for Domain Generalization
• NeurIPS 2023[Re] CrossWalk: Fairness-enhanced Node Representation Learning
• ICML 2023A theory of representation learning gives a deep generalisation of kernel methods
• ICLR 2023Bispectral Neural Networks
• CVPR 2023AnyFlow: Arbitrary Scale Optical Flow With Implicit Neural Representation
• NeurIPS 2026Approximation in Contrastive Representation Learning
• ICML 2026Amortized Maximum Inner Product Search with Learned Support Functions
• ICLR 2026Decoupling Dynamical Richness from Representation Learning: Towards Practical Measurement
• CVPR 2026Enhancing Visual Representation with Textual Semantics Textual Semantics-Powered Prototypes for

All Deep learning · representation learning papers

802 papers, page 1 of 17

1. CVPR 2026Action Motifs Self-Supervised Hierarchical Representation of Human Body Movements
2. CVPR 2026CanonCGT Reference-Based Color Grading via Canonical Pivot Representation
3. CVPR 2026CARLoS Retrieval via Concise Assessment Representation of LoRAs at Scale
4. CVPR 2026Coordinate Denoising for Non-Equilibrium Molecular Representation Learning
5. CVPR 2026Cross-Hand Latent Representation for Vision-Language-Action Models
6. CVPR 2026D2Dewarp Dual Dimensions Geometric Representation Learning Based Document Image Dewarping
7. CVPR 2026DiverseDiT Towards Diverse Representation Learning in Diffusion Transformers
8. CVPR 2026Diversity over Uniformity Rethinking Representation in Generated Image Detection
9. CVPR 2026DynamicGTR Leveraging Graph Topology Representation Preferences to Boost VLM Capabilities
10. CVPR 2026Enhancing Visual Representation with Textual Semantics Textual Semantics-Powered Prototypes for
11. CVPR 2026Faithful Contouring Near-Lossless 3D Voxel Representation Free from Iso-surface
12. CVPR 2026FedRE A Representation Entanglement Framework for Model-Heterogeneous Federated Learning
13. CVPR 2026FedRG Unleashing the Representation Geometry for Federated Learning with Noisy
14. CVPR 2026Focus-to-Perceive Representation Learning A Cognition-Inspired Hierarchical Framework for Endoscopic Video
15. CVPR 2026Franca Nested Matryoshka Clustering for Scalable Visual Representation Learning
16. CVPR 2026GeoSemba Reconstructing State Space Model for Cross Paradigm Representation in
17. CVPR 2026GSNR Graph Smooth Null-Space Representation for Inverse Problems
18. CVPR 2026Guiding Diffusion-based Reconstruction with Contrastive Signals for Balanced Visual Representation
19. CVPR 2026H2-Surv Hierarchical Hyperbolic Multimodal Representation Learning for Survival Prediction
20. CVPR 2026Hilbert Curve-Based Attention Enabling Topology-Preserving Image Tensor Representation for Semantic
21. CVPR 2026HyperNAS Enhancing Architecture Representation for NAS Predictor via Hypernetwork
22. CVPR 2026Is the Modality Gap a Bug or a Feature A
23. CVPR 2026Layered 4D-Rotor Gaussian Splatting A Compressed Representation for Long Dynamic
24. CVPR 2026LRHDR Learning Representation-enhanced HDR Video Reconstruction
25. CVPR 2026MeanFlow Transformers with Representation Autoencoders
26. CVPR 2026MOON2.0 Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding
27. CVPR 2026POUR A Provably Optimal Method for Unlearning Representation via Neural
28. CVPR 2026Predictive Regularization Against Visual Representation Degradation in Multimodal Large Language
29. CVPR 2026ReMoRa Multimodal Large Language Model based on Refined Motion Representation
30. CVPR 2026Representation-Steered Incremental Adapter-Tuning for Class-Incremental Learning with Pre-Trained Models
31. CVPR 2026Residual Connections Harm Generative Representation Learning
32. CVPR 2026Rethinking Intermediate Representation for VLM-based Robot Manipulation
33. CVPR 2026SARMAE Masked Autoencoder for SAR Representation Learning
34. CVPR 2026Self-Attention Driven Tensor Representation for High-Order Data Recovery
35. CVPR 2026STUR3D Spatio-Temporal Unified Representation Learning for 3D Object Detection
36. CVPR 2026Temporal Representation Enhancement TRE Learning to Forget Dominant Patterns for
37. CVPR 2026Time Without Time Pseudo-Temporal Representation for Space-Time Super-Resolution
38. CVPR 2026TokenHand Discrete Token Representation for Efficient Hand Mesh Reconstruction
39. CVPR 2026UniLight A Unified Representation for Lighting
40. CVPR 2026VectorArk Learning Practical Image Vectorization with Rounded Polygon Representation
41. CVPR 2026VIRD View-Invariant Representation through Dual-Axis Transformation for Cross-View Pose Estimation
42. CVPR 2026When Local Rules Create Global Order Self-Organized Representation Learning for
43. ICLR 2026An Efficient SE(p)-Invariant Transport Metric Driven by Polar Transport Discrepancy-based Representation
44. ICLR 2026BIRD: Behavior Induction via Representation-structure Distillation
45. ICLR 2026Boosting Open Set Recognition Performance through Modulated Representation Learning
46. ICLR 2026Constraint Matters: Multi-Modal Representation for Reducing Mixed-Integer Linear programming
47. ICLR 2026Convex Efficient Coding
48. ICLR 2026CortiLife: A Unified Framework for Cortical Representation Learning across the Lifespan
49. ICLR 2026Decoupling Dynamical Richness from Representation Learning: Towards Practical Measurement
50. ICLR 2026DeepAFL: Deep Analytic Federated Learning

FAQ

How many Deep learning · representation learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

802 in total: 259 in 2023, 177 in 2024, 152 in 2025, 214 in 2026.

How many Deep learning · representation learning papers are at NeurIPS 2026?

NeurIPS 2026 has 59 Deep learning · representation learning papers, versus 54 the year before.

How many Deep learning · representation learning papers are at ICLR 2026?

ICLR 2026 has 39 Deep learning · representation learning papers, versus 37 the year before.

How many Deep learning · representation learning papers are at ICML 2026?

ICML 2026 has 74 Deep learning · representation learning papers, versus 35 the year before.

How many Deep learning · representation learning papers are at CVPR 2026?

CVPR 2026 has 42 Deep learning · representation learning papers, versus 26 the year before.

Which conference publishes the most Deep learning · representation learning papers?

NeurIPS, with 279 papers from 2023 to 2026.