| Compute trends across three eras of machine learning J Sevilla, L Heim, A Ho, T Besiroglu, M Hobbhahn, P Villalobos 2022 international joint conference on neural networks (IJCNN), 1-8, 2022 | 639 | 2022 |
| Will we run out of data? Limits of LLM scaling based on human-generated data P Villalobos, A Ho, J Sevilla, T Besiroglu, L Heim, M Hobbhahn 2024 International Conference on Machine Learning (ICML), 2024 | 601* | 2024 |
| Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks T Räuker, A Ho, S Casper, D Hadfield-Menell 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML), 2022 | 311 | 2022 |
| Frontiermath: A benchmark for evaluating advanced mathematical reasoning in AI E Glazer, E Erdil, T Besiroglu, D Chicharro, E Chen, A Gunning, ... arXiv preprint arXiv:2411.04872, 2024 | 150 | 2024 |
| International ai safety report Y Bengio, S Mindermann, D Privitera, T Besiroglu, R Bommasani, ... arXiv preprint arXiv:2501.17805, 2025 | 122 | 2025 |
| Machine learning model sizes and the parameter gap P Villalobos, J Sevilla, T Besiroglu, L Heim, A Ho, M Hobbhahn arXiv preprint arXiv:2207.02852, 2022 | 116 | 2022 |
| Algorithmic progress in language models A Ho, T Besiroglu, E Erdil, D Owen, R Rahman, ZC Guo, D Atkinson, ... 2024 Conference on Neural Information Processing Systems (NeurIPS), 2024 | 63 | 2024 |
| Estimating training compute of Deep Learning models J Sevilla, L Heim, M Hobbhahn, T Besiroglu, A Ho, P Villalobos Epoch AI, 2022 | 31 | 2022 |
| Will we run out of data? Limits of LLM scaling based on human-generated data. arXiv P Villalobos, A Ho, J Sevilla, T Besiroglu, L Heim, M Hobbhahn arXiv preprint arXiv:2211.04325, 2024 | 21 | 2024 |
| Trends in training dataset sizes P Villalobos, A Ho Epoch AI, 2022 | 20 | 2022 |
| Parameter, compute and data trends in machine learning J Sevilla, P Villalobos, JF Cerón, M Burtell, L Heim, AB Nanjajjar, A Ho, ... Epoch AI, 2021 | 17 | 2021 |
| Limits to the energy efficiency of CMOS microprocessors A Ho, E Erdil, T Besiroglu 2023 IEEE International Conference on Rebooting Computing (ICRC), 1-10, 2023 | 12 | 2023 |
| Please Report Your Compute J Sevilla, A Ho, T Besiroglu Communications of the ACM 66 (5), 30-32, 2023 | 8 | 2023 |
| GATE: An Integrated Assessment Model for AI Automation E Erdil, A Potlogea, T Besiroglu, E Roldan, A Ho, J Sevilla, M Barnett, ... arXiv preprint arXiv:2503.04941, 2025 | 7 | 2025 |
| Estimating idea production: A methodological survey E Erdil, T Besiroglu, A Ho arXiv preprint arXiv:2405.10494, 2024 | 6 | 2024 |
| Future-Proof: Monitoring the Development, Deployment, and Impacts of Artificial Intelligence A Ho Journal of Science Policy & Governance 22 (3), 2023 | 3 | 2023 |
| A Rosetta Stone for AI Benchmarks A Ho, JS Denain, D Atanasov, S Albanie, R Shah arXiv preprint arXiv:2512.00193, 2025 | | 2025 |
Tamay BesirogluMITVerified email at mit.edu
