Weak Supervision papers, 2023–2026

Key findings

• Weak Supervision went from 34 papers in 2023 to 45 in 2026, roughly 1.3x in three years.
• NeurIPS publishes the most Weak Supervision work: 42 papers from 2023 to 2026, 31% of the four-venue total.
• The fastest-growing overlap is with Alignment and Safety: papers tagged with both rose from 0 in 2023 to 7 in 2026.
• Among the 5 topics under Data-Centric AI, it ranks #2 by 2026 paper count; the fastest grower in the group, Synthetic Data Generation, is up 1.3x versus 1.3x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Affine-invariant Cubic Newton with Weak Learners
• ICML 2026Weak-to-Strong Generalization via Bregman Bias–Variance Decomposition
• ICLR 2026Weak-to-Strong Generalization with Failure Trajectories
• CVPR 2026GEM-TFL Bridging Weak and Full Supervision for Forgery Localization through
• NeurIPS 2025Disentangled Cross-Modal Representation Learning with Enhanced Mutual Supervision
• ICML 2025How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction
• ICLR 2025LASER: A Neuro-Symbolic Framework for Learning Spatio-Temporal Scene Graphs with Weak Supervision
• CVPR 2025Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer
• NeurIPS 2024Metrizing Weak Convergence with Maximum Mean Discrepancies
• ICML 2024A General Framework for Learning from Weak Supervision
• ICLR 2024Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks
• CVPR 2024Molecular Data Programming: Towards Molecule Pseudo-labeling with Systematic Weak Supervision
• NeurIPS 2023Latent Graph Inference with Limited Supervision
• ICML 2023AdaBoost is not an Optimal Weak to Strong Learner
• ICLR 2023Generative Modeling Helps Weak Supervision (and Vice Versa)
• CVPR 2023DPF: Learning Dense Prediction Fields With Weak Supervision
• NeurIPS 2026Clustering with Weak Distance Oracles
• ICML 2026Learning Permutation from Structure Without Supervision
• ICLR 2026Language-guided Open-world Video Anomaly Detection under Weak Supervision
• CVPR 2026Generalizable Video Quality Assessment via Weak-to-Strong Learning

All Weak Supervision papers

36 papers, page 1 of 1

1. CVPR 2026Beyond Weak Supervision MLLMs-Guided Graded Knowledge Distillation for Unsupervised Camouflaged
2. CVPR 2026Conversational Image Segmentation Grounding Abstract Concepts with Scalable Supervision
3. CVPR 2026FlexAvatar Learning Complete 3D Head Avatars with Partial Supervision
4. CVPR 2026GEM-TFL Bridging Weak and Full Supervision for Forgery Localization through
5. CVPR 2026Generalizable Video Quality Assessment via Weak-to-Strong Learning
6. CVPR 2026Improving Diffusion Generalization with Weak-to-Strong Segmented Guidance
7. CVPR 2026MatchED Crisp Edge Detection Using End-to-End Matching-based Supervision
8. CVPR 2026NexusFlow Unifying Disparate Tasks under Partial Supervision via Invertible Flow
9. CVPR 2026PropFly Learning to Propagate via On-the-Fly Supervision from Pre-trained Video
10. CVPR 2026UnReflectAnything RGB-Only Highlight Removal by Rendering Synthetic Specular Supervision
11. CVPR 2025Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer
12. CVPR 2025Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels
13. CVPR 2025Instance-wise Supervision-level Optimization in Active Learning
14. CVPR 2025Masking meets Supervision: A Strong Learning Alliance
15. CVPR 2024Atom-Level Optical Chemical Structure Recognition with Limited Supervision
16. CVPR 2024Enhancing Visual Continual Learning with Language-Guided Supervision
17. CVPR 2024Improving Distant 3D Object Detection Using 2D Box Supervision
18. CVPR 2024Molecular Data Programming: Towards Molecule Pseudo-labeling with Systematic Weak Supervision
19. CVPR 2024MS-DETR: Efficient DETR Training with Mixed Supervision
20. CVPR 2024PointOBB: Learning Oriented Object Detection via Single Point Supervision
21. CVPR 2024SEAS: ShapE-Aligned Supervision for Person Re-Identification
22. CVPR 2023BEVFormer v2: Adapting Modern Image Backbones to Bird's-Eye-View Recognition via Perspective Supervision
23. CVPR 2023Data-Efficient Large Scale Place Recognition With Graded Similarity Supervision
24. CVPR 2023DPF: Learning Dense Prediction Fields With Weak Supervision
25. CVPR 2023Flow Supervision for Deformable NeRF
26. CVPR 2023Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns
27. CVPR 2023Generating Part-Aware Editable 3D Shapes Without 3D Supervision
28. CVPR 2023Ham2Pose: Animating Sign Language Notation Into Pose Sequences
29. CVPR 2023Hidden Gems: 4D Radar Scene Flow Learning Using Cross-Modal Supervision
30. CVPR 2023Hierarchical Supervision and Shuffle Data Augmentation for 3D Semi-Supervised Object Detection
31. CVPR 2023Learning 3D Scene Priors With 2D Supervision
32. CVPR 2023Mapping Degeneration Meets Label Evolution: Learning Infrared Small Target Detection With Single Point Supervision
33. CVPR 2023Masked Autoencoding Does Not Help Natural Language Supervision at Scale
34. CVPR 2023NeurOCS: Neural NOCS Supervision for Monocular 3D Object Localization
35. CVPR 2023Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation
36. CVPR 2023ShadowNeuS: Neural SDF Reconstruction by Shadow Ray Supervision

FAQ

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

136 in total: 34 in 2023, 27 in 2024, 30 in 2025, 45 in 2026.

How many Weak Supervision papers are at NeurIPS 2026?

NeurIPS 2026 has 12 Weak Supervision papers, versus 15 the year before.

How many Weak Supervision papers are at ICLR 2026?

ICLR 2026 has 8 Weak Supervision papers, versus 9 the year before.

How many Weak Supervision papers are at ICML 2026?

ICML 2026 has 15 Weak Supervision papers, versus 2 the year before.

How many Weak Supervision papers are at CVPR 2026?

CVPR 2026 has 10 Weak Supervision papers, versus 4 the year before.

Which conference publishes the most Weak Supervision papers?

NeurIPS, with 42 papers from 2023 to 2026.