DataComp: In search of the next generation of multimodal datasets
Gadre, Samir Yitzhak, Ilharco, Gabriel, Fang, Alex, Hayase, Jonathan, Smyrnis, Georgios, Nguyen, Thao, Marten, Ryan, Wortsman, Mitchell, Ghosh, Dhruba, Zhang, Jieyu, Orgad, Eyal, Entezari, Rahim, Daras, Giannis, Pratt, Sarah, Ramanujan, Vivek, Bitton, Yonatan, Marathe, Kalyani, Mussmann, Stephen, Vencu, Richard, Cherti, Mehdi, Krishna, Ranjay, Koh, Pang Wei, Saukh, Olga, Ratner, Alexander, Song, Shuran, Hajishirzi, Hannaneh, Farhadi, Ali, Beaumont, Romain, Oh, Sewoong, Dimakis, Alex, Jitsev, Jenia, Carmon, Yair, Shankar, Vaishaal, Schmidt, Ludwig·2023·Advances in Neural Information Processing Systems 36
Cited by (125)
Items 101–125 of 125
- Task Specification and Generalization in Multi-Task Reinforcement LearningThéo Cachet · 2025 · theses.fr (ABES)
- Multi-modal Identity ExtractionRyan Webster, Teddy Furon · 2025 · IEEE/CVF International Conference on Computer Vision (ICCV)
- Evaluating Text-to-Image and Text-to-Video Synthesis with a Conditional Fréchet DistanceJaywon Koo, Jefferson Hernandez, Moayed Haji-Ali, Ziyan Yang, Vicente Ordóñez · 2026 · IEEE Winter Conference on Applications of Computer Vision
- WinTok: A Win-Win Hybrid Tokenizer via Decomposing Visual Understanding and Generation with Transferable TokensYiwei Guo, Shaobin Zhuang, Zhipeng Huang, Canmiao Fu, Chen Li, Jing Lyu, Yali Wang · 2026 · Lecture notes in computer science
- Augmenting medical vision-language pretraining via domain-aware retrieval-augmented caption enrichmentXiaoyang Wei, Camille Kurtz, Florence Cloppet · 2026 · International Conference on Multimedia Retrieval
- ReasonCLIP-58M: Visually Grounded Commonsense Reasoning Supervision for CLIPSicheng Zhang, Muzammal Naseer, Binzhu Xie, Naufal Suryanto, Shi Qiu, Jamal Bentahar, Naveed Akhtar, M Kabiruzzaman Shah · 2026 · Lecture notes in computer science
- Adaptive Triple-Positive Contrastive Learning for Robust Vision-Language Representation贾世常, B Liu · 2026 · Lecture notes in computer science
- VisSemRender: Scaling Multi-Modal Contexts via Visual Token Compression and Semantic Color EncodingPi Fang, Wenjun Huang, Ziyu Hu, Yong Wu, Yuechen Yin, Nan Zhan, Jialiang Ren, Zhichen He, Rongke Chen · 2026 · Communications in computer and information science
- AI Entanglement: Accounting for dependencies in general-purpose AI policy, regulation, and practiceRachel S. Hong, Jevan Alexander Hutson, Sarah Huiyi Cen, Jamie Morgenstern, Tadayoshi Kohno · 2026 · SSRN Electronic Journal
- A Novel Multimodal Hierarchical Large Language Model for Enhancing Image and Text Sequence Recommendations in Item and User ModelingWen-Long Dong, Tai-Chiu Hsung, Sik‐Ho Tsang, Yulin Zhu, Alan Wai-lun Lo · 2026 · Big Data and Cognitive Computing
- What Matters for Grocery Product Retrieval with Open Source Vision Language ModelsEmmanuel G. Maminta, Rowel Atienza · 2026 · Lecture notes in computer science
- From Pixels to Purchase: Building and Evaluating a Taxonomy-Decoupled Visual Search Engine for Home Goods E-CommerceCheng Lyu, Jingyue Zhang, Ryan Maunu, Mengwei Li, Vinny DeGenova, Yuanli Pei · 2026 · IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)
- REMIX: Adaptive Open-Domain Signal Mixing for Efficient Sensing Data AugmentationDenizhan Kara, Tomoyoshi Kimura, Can Hu, Jinyang Li, Yizhuo Chen, Yigong Hu, Hongjue Zhao, Shengzhong Liu, Tarek Abdelzaher · 2026 · International Conference on Computer Communications and Networks (ICCCN)
- MedCure: Medical Data Curation for Efficient Vision–Language PretrainingChong Wang, Fengbei Liu, Yuyuan Liu, Yuanhong Chen, Yu Tian, Leyuan Fang · 2026 · IEEE Transactions on Image Processing
- TEngineDB-V: An OLAP-Native Vector Search System for Large- k Workloads at TencentXufei Wu, Pengcheng Zhang, Yitong Song, Xiaobo Zhang, Anqi Liang, Kai Wang, Jijun Du, Yidi Xiong, Guangxu Cheng, Zhe Chen et al. · 2026 · Proceedings of the VLDB Endowment
- Architectural Vulnerability Mapping and Ethical Risk Taxonomy in Vision‐Language ModelsÇiğdem Bakır, Ayberk Gezer · 2026 · Journal of Software Evolution and Process
- Semantic alignment and multimodal fusion in image-text learning: A coupling-aware survey of methods, challenges, and future directionsMeng Ran, Yang Wang · 2026 · Array
- Aggregating Cross-Domain Knowledge via Learnable Tokens for Multi-teacher DistillationWu Ran, Weijia Zhang, Shuyang Pang, Jingsheng Liu, Xiaohui Zhang, Yichao Yan, Chao Ma · 2026 · Lecture notes in computer science
- Perturb and Recover: Fine-Tuning for Effective Backdoor Removal from CLIPNaman Deep Singh, Francesco Croce, Matthias Hein · 2026
- MART: Mechanism-Disentanglement Anchor-Routed Training for Learning with Open-World Noisy DataChanghui Hu, Bhalaji Nagarajan, Ricardo Marques, Petia I. Radeva · 2026
- Reasoning, perception, and control with vision language models: A survey of multimodal learning for autonomous vehiclesWajahat Akbar, Shuguang Li, Altaf Hussain, Ruzat Ullah, Nazar Waheed, Fahad Algarni, Insaf Ullah, Weiwei Jiang · 2026 · Internet of Things
- Training Sample Diagnosis and Type-Specific Repair Based on CLIP Class SupportPeng Xiao, Hongyu Zou, Bo Wu, Fengyu Yang, Wei Zheng, Xinying Luo · 2026 · SSRN Electronic Journal
- OT-Curation: Sub-Trajectory Quality Estimation via State-Action Optimal TransportJunjie Xu, Xinyu Zhang · 2026 · International Joint Conference on Neural Networks (IJCNN)
- RCDIB: Robust CLIP Distillation via Information BottleneckZhikui Chen, Yilong Lin, Yuzhe Li, Xingheng Wan, Zhengyang Tang, Meng Liu · 2026 · International Joint Conference on Neural Networks (IJCNN)
- Does Spatial Cognition Emerge in Frontier Models?Ramakrishnan, Santhosh Kumar, Wijmans, Erik, Kraehenbuehl, Philipp, Koltun, Vladlen · 2024 · arXiv