Vision-Language Pretraining papers, 2023–2026
Contrastive pretraining
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 263 papers are tagged with this topic.
Key findings
- Vision-Language Pretraining went from 65 papers in 2023 to 87 in 2026, roughly 1.3x in three years.
- NeurIPS publishes the most Vision-Language Pretraining work: 93 papers from 2023 to 2026, 35% of the four-venue total.
- The fastest-growing overlap is with Applications · computer vision: papers tagged with both rose from 0 in 2023 to 9 in 2026.
- Among the 5 topics under Open-Vocabulary Vision, it ranks #4 by 2026 paper count; the fastest grower in the group, Visual Grounding, is up 4.3x versus 1.3x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 24 | 13 | 8 | 20 | 65 |
| 2024 | 16 | 12 | 9 | 18 | 55 |
| 2025 | 26 | 17 | 3 | 10 | 56 |
| 2026 | 27 | 14 | 19 | 27 | 87 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026Benchmarking Optimizers for Large Language Model Pretraining
- ICML 2026How Does the Pretraining Distribution Shape In-Context Learning? A Fundamental Trade-Off
- ICLR 2026PonderLM: Pretraining Language Models to Ponder in Continuous Space
- CVPR 2026Large-scale Codec Avatars The Unreasonable Effectiveness of Large-scale Avatar Pretraining
- NeurIPS 2025ADPretrain: Advancing Industrial Anomaly Detection via Anomaly Representation Pretraining
- ICML 2025Soup-of-Experts: Pretraining Specialist Models via Parameters Averaging
- ICLR 2025Attributing Culture-Conditioned Generations to Pretraining Corpora
- CVPR 2025MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining
- NeurIPS 2024Data curation via joint example selection further accelerates multimodal learning
- ICML 2024Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining
- ICLR 2024Demystifying CLIP Data
- CVPR 2024ParameterNet: Parameters Are All You Need for Large-scale Visual Pretraining of Mobile Networks
- NeurIPS 2023Bootstrapping Vision-Language Learning with Decoupled Language Pre-training
- ICML 2023Contrastive Learning Meets Homophily: Two Birds with One Stone
- ICLR 2023Energy-Inspired Self-Supervised Pretraining for Vision Models
- CVPR 2023Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm
- NeurIPS 2026C3P: Contrastive promoter-protein pretraining yields representations capturing bacterial gene regulation
- ICML 2026Multipole Semantic Attention: A Fast Approximation of Softmax Attention for Pretraining
- ICLR 2026MICLIP: Learning to Interpret Representation in Vision Models
- CVPR 2026The Surprising Effectiveness of Noise Pretraining for Implicit Neural Representations
All Vision-Language Pretraining papers
263 papers, page 4 of 6
- CVPR 2024MAFA: Managing False Negatives for Vision-Language Pre-training
- CVPR 2024Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding
- CVPR 2024MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning
- CVPR 2024OmniSeg3D: Omniversal 3D Segmentation via Hierarchical Contrastive Learning
- CVPR 2024ParameterNet: Parameters Are All You Need for Large-scale Visual Pretraining of Mobile Networks
- CVPR 2024PeVL: Pose-Enhanced Vision-Language Model for Fine-Grained Human Action Recognition
- CVPR 2024S2MAE: A Spatial-Spectral Pretraining Foundation Model for Spectral Remote Sensing Data
- CVPR 2024SaCo Loss: Sample-wise Affinity Consistency for Vision-Language Pre-training
- CVPR 2024SyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language Pretraining
- CVPR 2024ViTamin: Designing Scalable Vision Models in the Vision-Language Era
- CVPR 2024ZeroRF: Fast Sparse View 360deg Reconstruction with Zero Pretraining
- ICLR 20243D Feature Prediction for Masked-AutoEncoder-Based Point Cloud Pretraining
- ICLR 2024CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?
- ICLR 2024COSA: Concatenated Sample Pretrained Vision-Language Foundation Model
- ICLR 2024Demystifying CLIP Data
- ICLR 2024Detecting Pretraining Data from Large Language Models
- ICLR 2024Headless Language Models: Learning without Predicting with Contrastive Weight Tying
- ICLR 2024In-Context Pretraining: Language Modeling Beyond Document Boundaries
- ICLR 2024LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
- ICLR 2024On the Provable Advantage of Unsupervised Pretraining
- ICLR 2024Tag2Text: Guiding Vision-Language Model via Image Tagging
- ICLR 2024Unified Language-Vision Pretraining in LLM with Dynamic Discrete Visual Tokenization
- ICLR 2024Unsupervised Pretraining for Fact Verification by Language Model Distillation
- ICML 2024Amend to Alignment: Decoupled Prompt Tuning for Mitigating Spurious Correlation in Vision-Language Models
- ICML 2024Modeling Caption Diversity in Contrastive Vision-Language Pretraining
- ICML 2024OLLIE: Imitation Learning from Offline Pretraining to Online Finetuning
- ICML 2024Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining
- ICML 2024Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss
- ICML 2024Provable Contrastive Continual Learning
- ICML 2024Revealing Vision-Language Integration in the Brain with Multimodal Networks
- ICML 2024SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment
- ICML 2024Two Tales of Single-Phase Contrastive Hebbian Learning
- NeurIPS 2024A Practitioner's Guide to Real-World Continual Multimodal Pretraining
- NeurIPS 2024Accelerating Augmentation Invariance Pretraining
- NeurIPS 2024BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays
- NeurIPS 2024Boundary Matters: A Bi-Level Active Finetuning Method
- NeurIPS 2024Classification Done Right for Vision-Language Pre-Training
- NeurIPS 2024Data curation via joint example selection further accelerates multimodal learning
- NeurIPS 2024Easy Regional Contrastive Learning of Expressive Fashion Representations
- NeurIPS 2024Exploring Molecular Pretraining Model at Scale
- NeurIPS 2024Harnessing small projectors and multiple views for efficient vision pretraining
- NeurIPS 2024LocCa: Visual Pretraining with Location-aware Captioners
- NeurIPS 2024Long-tailed Object Detection Pretraining: Dynamic Rebalancing Contrastive Learning with Dual Reconstruction
- NeurIPS 2024Multi-view Masked Contrastive Representation Learning for Endoscopic Video Analysis
- NeurIPS 2024Not All Tokens Are What You Need for Pretraining
- NeurIPS 2024Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs
- NeurIPS 2024TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives
- NeurIPS 2024Your contrastive learning problem is secretly a distribution alignment problem
- CVPR 2023Accelerating Vision-Language Pretraining With Free Language Modeling
- CVPR 2023Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm
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FAQ
- How many Vision-Language Pretraining papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 263 in total: 65 in 2023, 55 in 2024, 56 in 2025, 87 in 2026.
- How many Vision-Language Pretraining papers are at NeurIPS 2026?
- NeurIPS 2026 has 27 Vision-Language Pretraining papers, versus 26 the year before.
- How many Vision-Language Pretraining papers are at ICLR 2026?
- ICLR 2026 has 14 Vision-Language Pretraining papers, versus 17 the year before.
- How many Vision-Language Pretraining papers are at ICML 2026?
- ICML 2026 has 19 Vision-Language Pretraining papers, versus 3 the year before.
- How many Vision-Language Pretraining papers are at CVPR 2026?
- CVPR 2026 has 27 Vision-Language Pretraining papers, versus 10 the year before.
- Which conference publishes the most Vision-Language Pretraining papers?
- NeurIPS, with 93 papers from 2023 to 2026.