Fresh off the Press

  • MLGym: A New Framework and Benchmark for Advancing AI Research Agents
    Deepak Nathani, Lovish Madaan, Nicholas Roberts, Nikolay Bashlykov, Ajay Menon, Vincent Moens, Amar Budhiraja, Despoina Magka, Vladislav Vorotilov, Gaurav Chaurasia, Dieuwke Hupkes, Ricardo Silveira Cabral, Tatiana Shavrina, Jakob Foerster, Yoram Bachrach, William Yang Wang, Roberta Raileanu.
    Preprint.
    [arXiv]

Conference Publications

Journal Publications

  • Small Molecule Accurate Recognition Technology (SMART) to Enhance Natural Products Research
    Chen Zhang*, Yerlan Idelbayev*, Nicholas Roberts, Yiwen Tao, Yashwanth Nannapaneni, Brendan M. Duggan, Jie Min, Eugene C. Lin, Erik C. Gerwick, Garrison W. Cottrell, William H. Gerwick.
    Scientific Reports 2017.
    [Paper]

    Poster: Small Molecule Accurate Recognition Technology (SMART): A Digital Frontier to Reshape Natural Product Research
    Chen Zhang*, Yerlan Idelbayev*, Nicholas Roberts (presenter), Yiwen Tao, Yashwanth Nannapaneni, Brendan M. Duggan, Jie Min, Eugene C. Lin, Erik C. Gerwick, Garrison W. Cottrell, William H. Gerwick.
    Best Spotlight Presentation Award: Applied Machine Learning Days 2018.

Workshop Publications and Preprints

  • Pretrained Hybrids with MAD Skills
    Nicholas Roberts, Samuel Guo, Zhiqi Gao, Satya Sai Srinath Namburi GNVV, Sonia Cromp, Chengjun Wu, Chengyu Duan, Frederic Sala.
    ICML 2024 Long-Context Foundation Models (LCFM) Workshop.
    ICML 2024 Next Generation of Sequence Modeling Architectures (NGSM) Workshop.
    ICML 2024 Efficient Systems for Foundation Models (ES-FoMo) Workshop.
    ICML 2024 Workshop on Foundation Models in the Wild.
    [arXiv]

  • MoRe Fine-Tuning with 10x Fewer Parameters
    Wenxuan Tan, Nicholas Roberts, Tzu-Heng Huang, Jitian Zhao, John Cooper, Samuel Guo, Chengyu Duan, Frederic Sala.
    ICML 2024 Efficient Systems for Foundation Models (ES-FoMo) Workshop.
    ICML 2024 Workshop on Foundation Models in the Wild.
    [arXiv]

  • AutoML for Climate Change: A Call to Action
    Renbo Tu, Nicholas Roberts, Vishak Prasad, Sibasis Nayak, Paarth Jain, Frederic Sala, Ganesh Ramakrishnan, Ameet Talwalkar, Willie Neiswanger, Colin White.
    NeurIPS 2022 Tackling Climate Change with Machine Learning Workshop.
    [arXiv]