Mehrdad Mahdavi

Affiliate Researcher
Titles and Affiliations
Associate Professor, Computer Science and Engineering

In the News

Research Keywords

Projects

Recent Publications

On the Generalization Ability of Unsupervised Pretraining

Deng, Y., Hong, J., Zhou, J. & Mahdavi, M., 2024, In: Proceedings of Machine Learning Research. 238, p. 4519-4527 9 p.

Research output: Contribution to journalConference articlepeer-review

Efficiently Forgetting What You Have Learned in Graph Representation Learning via Projection

Cong, W. & Mahdavi, M., 2023, In: Proceedings of Machine Learning Research. 206, p. 6674-6703 30 p.

Research output: Contribution to journalConference articlepeer-review

Distributed Personalized Empirical Risk Minimization

Deng, Y., Kamani, M. M., Mahdavinia, P. & Mahdavi, M., 2023, In: Advances in Neural Information Processing Systems. 36

Research output: Contribution to journalConference articlepeer-review

Mixture Weight Estimation and Model Prediction in Multi-source Multi-target Domain Adaptation

Deng, Y., Kuzborskij, I. & Mahdavi, M., 2023, In: Advances in Neural Information Processing Systems. 36

Research output: Contribution to journalConference articlepeer-review

Understanding the Structural Components behind the Psychological Effects of Autonomous Sensory Meridian Response (ASMR) with Machine Learning and Experimental Methods

Tan, R., Shoenberger, H., Cong, W. & Mahdavi, M., May 2023, In: Journal of Media Psychology. 35, 3, p. 181-189 9 p.

Research output: Contribution to journalArticlepeer-review

Understanding Deep Gradient Leakage via Inversion Influence Functions

Zhang, H., Hong, J., Deng, Y., Mahdavi, M. & Zhou, J., 2023, In: Advances in Neural Information Processing Systems. 36

Research output: Contribution to journalConference articlepeer-review

Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time

Deng, Y., Kamani, M. M. & Mahdavi, M., 2022, In: Proceedings of Machine Learning Research. 151, p. 6840-6861 22 p.

Research output: Contribution to journalConference articlepeer-review

Predicting Protein-Ligand Docking Structure with Graph Neural Network

Jiang, H., Wang, J., Cong, W., Huang, Y., Ramezani, M., Sarma, A., Dokholyan, N. V., Mahdavi, M. & Kandemir, M. T., Jun 27 2022, In: Journal of Chemical Information and Modeling. 62, 12, p. 2923-2932 10 p.

Research output: Contribution to journalReview articlepeer-review

Efficient fair principal component analysis

Kamani, M. M., Haddadpour, F., Forsati, R. & Mahdavi, M., Oct 2022, In: Machine Learning. 111, 10, p. 3671-3702 32 p.

Research output: Contribution to journalArticlepeer-review

Communication-Efficient k-Means for Edge-Based Machine Learning

Lu, H., He, T., Wang, S., Liu, C., Mahdavi, M., Narayanan, V., Chan, K. S. & Pasteris, S., Oct 1 2022, In: IEEE Transactions on Parallel and Distributed Systems. 33, 10, p. 2509-2523 15 p.

Research output: Contribution to journalArticlepeer-review

Local Stochastic Gradient Descent Ascent: Convergence Analysis and Communication Efficiency

Deng, Y. & Mahdavi, M., 2021, In: Proceedings of Machine Learning Research. 130, p. 1387-1395 9 p.

Research output: Contribution to journalConference articlepeer-review

GPU-Accelerated Flexible Molecular Docking

Fan, M., Wang, J., Jiang, H., Feng, Y., Mahdavi, M., Madduri, K., Kandemir, M. T. & Dokholyan, N. V., Feb 4 2021, In: Journal of Physical Chemistry B. 125, 4, p. 1049-1060 12 p.

Research output: Contribution to journalArticlepeer-review

Federated Learning with Compression: Unified Analysis and Sharp Guarantees

Haddadpour, F., Kamani, M. M., Mokhtari, A. & Mahdavi, M., 2021, In: Proceedings of Machine Learning Research. 130, p. 2350-2358 9 p.

Research output: Contribution to journalConference articlepeer-review

Distributionally robust federated averaging

Deng, Y., Kamani, M. M. & Mahdavi, M., 2020, In: Advances in Neural Information Processing Systems. 2020-December

Research output: Contribution to journalConference articlepeer-review

Guiding conventional protein-ligand docking software with convolutional neural networks

Jiang, H., Fan, M., Wang, J., Sarma, A., Mohanty, S., Dokholyan, N. V., Mahdavi, M. & Kandemir, M. T., Oct 26 2020, In: Journal of Chemical Information and Modeling. 60, 10, p. 4594-4602 9 p.

Research output: Contribution to journalArticlepeer-review