Active Learning papers, 2023–2026

Key findings

• Active Learning fell from 58 papers in 2023 to 41 in 2026, so interest is cooling.
• NeurIPS publishes the most Active Learning work: 67 papers from 2023 to 2026, 41% of the four-venue total.
• The fastest-growing overlap is with 3D Vision: papers tagged with both rose from 0 in 2023 to 6 in 2026.
• Among the 5 topics under Data-Centric AI, it ranks #3 by 2026 paper count; the fastest grower in the group, Synthetic Data Generation, is up 1.3x versus 0.7x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Active Corpus Selection for Training Subgraph Retrievers Using OOD Queries
• ICML 2026Active Regression for Single-Index Models with Unknown Link Functions
• ICLR 2026ActiveCQ: Active Estimation of Causal Quantities
• CVPR 2026Active Inference for Micro-Gesture Recognition EFE-Guided Temporal Sampling and Adaptive
• NeurIPS 2025Active Measurement: Efficient Estimation at Scale
• ICML 2025Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes
• ICLR 2025Dual Process Learning: Controlling Use of In-Context vs. In-Weights Strategies with Weight Forgetting
• CVPR 2025Active Hyperspectral Imaging Using an Event Camera
• NeurIPS 2024On the Convergence of Loss and Uncertainty-based Active Learning Algorithms
• ICML 2024Active Statistical Inference
• ICLR 2024Improved Active Learning via Dependent Leverage Score Sampling
• CVPR 2024NARUTO: Neural Active Reconstruction from Uncertain Target Observations
• NeurIPS 2023A Competitive Algorithm for Agnostic Active Learning
• ICML 2023A Two-Stage Active Learning Algorithm for k-Nearest Neighbors
• ICLR 2023A Simple Yet Powerful Deep Active Learning With Snapshots Ensembles
• CVPR 2023Re-Thinking Federated Active Learning Based on Inter-Class Diversity
• NeurIPS 2026Active Learning as Nullspace Regulation: A Spectral Representation Perspective
• ICML 2026Active Timepoint Selection for Learning Measure-Valued Trajectories
• ICLR 2026TESSAR: Geometry-Aware Active Regression via Dynamic Voronoi Tessellation
• CVPR 2026EventHub Data Factory for Generalizable Event-Based Stereo Networks without Active

All Active Learning papers

29 papers, page 1 of 1

1. CVPR 2026Active Inference for Micro-Gesture Recognition EFE-Guided Temporal Sampling and Adaptive
2. CVPR 2026Active Perceptual Inference A Corticothalamic-Inspired Dynamic Nested Recurrent Network for
3. CVPR 2026ActiveGrasp Information-Guided Active Grasping with Calibrated Energy-based Model
4. CVPR 2026EventHub Data Factory for Generalizable Event-Based Stereo Networks without Active
5. CVPR 2026FailureAtlas Mapping the Failure Landscape of T2I Models via Active
6. CVPR 2026Federated Active Learning Under Extreme Non-IID and Global Class Imbalance
7. CVPR 2026Paparazzo Active Mapping of Moving 3D Objects
8. CVPR 2026Portable Active Learning for Object Detection
9. CVPR 2026SparseOIT Improving Order-Independent Transparency 3DGS via Active Set Method
10. CVPR 2026Uncertainty-driven 3D Gaussian Splatting Active Mapping via Anisotropic Visibility Field
11. CVPR 2025Active Data Curation Effectively Distills Large-Scale Multimodal Models
12. CVPR 2025Active Hyperspectral Imaging Using an Event Camera
13. CVPR 2025EnliveningGS: Active Locomotion of 3DGS
14. CVPR 2025Learning Extremely High Density Crowds as Active Matters
15. CVPR 2025RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler
16. CVPR 2025Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach
17. CVPR 2025Towards Cost-Effective Learning: A Synergy of Semi-Supervised and Active Learning
18. CVPR 2025Uncertainty Meets Diversity: A Comprehensive Active Learning Framework for Indoor 3D Object Detection
19. CVPR 2024Active Generalized Category Discovery
20. CVPR 2024Active Prompt Learning in Vision Language Models
21. CVPR 2024ActiveDC: Distribution Calibration for Active Finetuning
22. CVPR 2024NARUTO: Neural Active Reconstruction from Uncertain Target Observations
23. CVPR 2024Neural Visibility Field for Uncertainty-Driven Active Mapping
24. CVPR 2023A Light Weight Model for Active Speaker Detection
25. CVPR 2023Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm
26. CVPR 2023AShapeFormer: Semantics-Guided Object-Level Active Shape Encoding for 3D Object Detection via Transformers
27. CVPR 2023Bi3D: Bi-Domain Active Learning for Cross-Domain 3D Object Detection
28. CVPR 2023Box-Level Active Detection
29. CVPR 2023Re-Thinking Federated Active Learning Based on Inter-Class Diversity

FAQ

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

165 in total: 58 in 2023, 35 in 2024, 31 in 2025, 41 in 2026.

How many Active Learning papers are at NeurIPS 2026?

NeurIPS 2026 has 16 Active Learning papers, versus 9 the year before.

How many Active Learning papers are at ICLR 2026?

ICLR 2026 has 6 Active Learning papers, versus 7 the year before.

How many Active Learning papers are at ICML 2026?

ICML 2026 has 8 Active Learning papers, versus 7 the year before.

How many Active Learning papers are at CVPR 2026?

CVPR 2026 has 11 Active Learning papers, versus 8 the year before.

Which conference publishes the most Active Learning papers?

NeurIPS, with 67 papers from 2023 to 2026.