Deep learning · transfer learning papers, 2023–2026

Key findings

• Deep learning · transfer learning fell from 56 papers in 2023 to 54 in 2026, so interest is cooling.
• NeurIPS publishes the most Deep learning · transfer learning work: 71 papers from 2023 to 2026, 36% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 2 in 2023 to 5 in 2026.
• Among the 11 topics under Deep Learning, it ranks #11 by 2026 paper count; the fastest grower in the group, Diffusion Models, is up 4.1x versus 1.0x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Emergent Misalignment as Data-Mediated Transfer
• ICML 2026Transfer Learning in High-dimensional Ising Models
• ICLR 2026TiTok: Transfer Token-level Knowledge via Contrastive Excess to Transplant LoRA
• CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
• NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
• ICML 2025An Improved Clique-Picking Algorithm for Counting Markov Equivalent DAGs via Super Cliques Transfer
• ICLR 2025GraphBridge: Towards Arbitrary Transfer Learning in GNNs
• CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
• NeurIPS 2024Transfer Learning with Informative Priors: Simple Baselines Better than Previously Reported
• ICML 2024Adversarially Robust Hypothesis Transfer Learning
• ICLR 2024Geometrically Aligned Transfer Encoder for Inductive Transfer in Regression Tasks
• CVPR 2024Geometry Transfer for Stylizing Radiance Fields
• NeurIPS 2023Diffused Redundancy in Pre-trained Representations
• ICML 2023Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability
• ICLR 2023Transfer Learning with Deep Tabular Models
• CVPR 2023A Data-Based Perspective on Transfer Learning
• NeurIPS 2026Learning Rate Transfer for Hybrid Transformer-SSM Architectures
• ICML 2026Transfer Learning in Nonparametric Regression with Deep ReLU Networks
• ICLR 2026Detect, Decide, Unlearn: A Transfer-Aware Framework for Continual Learning
• CVPR 2026Nonlinear Color Transfer via Learnable Bezier Flows

All Deep learning · transfer learning papers

13 papers, page 1 of 1

1. ICML 2026Conformal Calibration Transfer
2. ICML 2026Geometric Embedding Alignment via Curvature Matching in Transfer Learning
3. ICML 2026Hierarchical Successor Representation for Robust Transfer
4. ICML 2026Hyperparameter Transfer with Mixture-of-Expert Layers
5. ICML 2026Large Language Model Teaches Visual Students: Cross-Modality Transfer of Fine-Grained Conceptual Knowledge
6. ICML 2026Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
7. ICML 2026SMAC: Score-Matched Actor-Critics for Robust Offline-to-Online Transfer
8. ICML 2026Stable Localized Conformal Prediction via Transduction
9. ICML 2026The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order
10. ICML 2026Train Once, Reuse Everywhere: Generalizable Implicit ICL by Routing Attention
11. ICML 2026Transfer Learning in High-dimensional Ising Models
12. ICML 2026Transfer Learning in Nonparametric Regression with Deep ReLU Networks
13. ICML 2026What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression

FAQ

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

197 in total: 56 in 2023, 44 in 2024, 43 in 2025, 54 in 2026.

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

NeurIPS 2026 has 18 Deep learning · transfer learning papers, versus 16 the year before.

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

ICLR 2026 has 9 Deep learning · transfer learning papers, versus 9 the year before.

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

ICML 2026 has 13 Deep learning · transfer learning papers, versus 10 the year before.

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

CVPR 2026 has 14 Deep learning · transfer learning papers, versus 8 the year before.

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

NeurIPS, with 71 papers from 2023 to 2026.