Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time M Wortsman, G Ilharco, SY Gadre, R Roelofs, R Gontijo-Lopes, ... International Conference on Machine Learning, 23965-23998, 2022 | 751 | 2022 |
Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping J Dodge, G Ilharco, R Schwartz, A Farhadi, H Hajishirzi, N Smith arXiv preprint arXiv:2002.06305, 2020 | 595 | 2020 |
Robust fine-tuning of zero-shot models M Wortsman*, G Ilharco*, JW Kim, M Li, S Kornblith, R Roelofs, RG Lopes, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022 | 556 | 2022 |
Reproducible scaling laws for contrastive language-image learning M Cherti, R Beaumont, R Wightman, M Wortsman, G Ilharco, C Gordon, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 506 | 2023 |
OpenCLIP G Ilharco, M Wortsman, N Carlini, R Taori, A Dave, V Shankar, ... Zenodo 4, 5, 2021 | 503* | 2021 |
Evaluating models’ local decision boundaries via contrast sets M Gardner, Y Artzi, V Basmov, J Berant, B Bogin, S Chen, P Dasigi, D Dua, ... Proceedings of the 2020 Conference on Empirical Methods in Natural Language …, 2020 | 470 | 2020 |
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus J Dodge, M Sap, A Marasović, W Agnew, G Ilharco, D Groeneveld, ... arXiv preprint arXiv:2104.08758, 2021 | 385 | 2021 |
OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models A Awadalla, I Gao, J Gardner, J Hessel, Y Hanafy, W Zhu, K Marathe, ... arXiv preprint arXiv:2308.01390, 2023 | 345 | 2023 |
Editing Models with Task Arithmetic G Ilharco, MT Ribeiro, M Wortsman, S Gururangan, L Schmidt, ... arXiv preprint arXiv:2212.04089, 2022 | 295 | 2022 |
Datacomp: In search of the next generation of multimodal datasets SY Gadre, G Ilharco, A Fang, J Hayase, G Smyrnis, T Nguyen, R Marten, ... Advances in Neural Information Processing Systems 36, 2024 | 243 | 2024 |
Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation V Jain*, G Ilharco*, A Ku*, A Vaswani, E Ie, J Baldridge Proceedings of the 57th Annual Meeting of the Association for Computational …, 2019 | 173 | 2019 |
MultiModalQA: Complex Question Answering over Text, Tables and Images A Talmor, O Yoran, A Catav, D Lahav, Y Wang, A Asai, G Ilharco, ... arXiv preprint arXiv:2104.06039, 2021 | 131 | 2021 |
Effective and general evaluation for instruction conditioned navigation using dynamic time warping G Ilharco, V Jain, A Ku, E Ie, J Baldridge arXiv preprint arXiv:1907.05446, 2019 | 121* | 2019 |
Data determines distributional robustness in contrastive language image pre-training (clip) A Fang, G Ilharco, M Wortsman, Y Wan, V Shankar, A Dave, L Schmidt International Conference on Machine Learning, 6216-6234, 2022 | 118 | 2022 |
Patching open-vocabulary models by interpolating weights G Ilharco*, M Wortsman*, SY Gadre*, S Song, H Hajishirzi, S Kornblith, ... arXiv preprint arXiv:2208.05592, 2022 | 113 | 2022 |
Transferable representation learning in vision-and-language navigation H Huang, V Jain, H Mehta, A Ku, G Ilharco, J Baldridge, E Ie Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019 | 96 | 2019 |
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation SY Gadre, M Wortsman, G Ilharco, L Schmidt, S Song Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 86 | 2023 |
Clip on wheels: Zero-shot object navigation as object localization and exploration SY Gadre, M Wortsman, G Ilharco, L Schmidt, S Song arXiv preprint arXiv:2203.10421 3 (4), 7, 2022 | 82 | 2022 |
Quality not quantity: On the interaction between dataset design and robustness of clip T Nguyen, G Ilharco, M Wortsman, S Oh, L Schmidt Advances in Neural Information Processing Systems 35, 21455-21469, 2022 | 78 | 2022 |
Toward ML-centric cloud platforms R Bianchini, M Fontoura, E Cortez, A Bonde, A Muzio, AM Constantin, ... Communications of the ACM 63 (2), 50-59, 2020 | 78 | 2020 |