Research output per year
Research output per year
Search results
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2024
A POINCARÉ INEQUALITY AND CONSISTENCY RESULTS FOR SIGNAL SAMPLING ON LARGE GRAPHS
Le, T., Ruiz, L. & Jegelka, S., 2024.Research output: Contribution to conference › Paper › peer-review
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A Universal Class of Sharpness-Aware Minimization Algorithms
Tahmasebi, B., Soleymani, A., Bahri, D., Jegelka, S. & Jaillet, P., 2024, In: Proceedings of Machine Learning Research. 235, p. 47418-47440 23 p.Research output: Contribution to journal › Conference article › peer-review
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Graph neural networks
Corso, G., Stark, H., Jegelka, S., Jaakkola, T. & Barzilay, R., Dec 2024, In: Nature Reviews Methods Primers. 4, 1, 17.Research output: Contribution to journal › Article › peer-review
36 Scopus citations -
ON THE HARDNESS OF LEARNING UNDER SYMMETRIES
Kiani, B. T., Le, T., Lawrence, H., Jegelka, S. & Weber, M., 2024.Research output: Contribution to conference › Paper › peer-review
2 Scopus citations -
Position: Future Directions in the Theory of Graph Machine Learning
Morris, C., Frasca, F., Dym, N., Maron, H., Ceylan, I. I., Levie, R., Lim, D., Bronstein, M., Grohe, M. & Jegelka, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 36294-36307 14 p.Research output: Contribution to journal › Conference article › peer-review
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Sample Complexity Bounds for Estimating Probability Divergences under Invariances
Tahmasebi, B. & Jegelka, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 47396-47417 22 p.Research output: Contribution to journal › Conference article › peer-review
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2023
Limits, approximation and size transferability for GNNs on sparse graphs via graphops
Le, T. & Jegelka, S., 2023, In: Advances in Neural Information Processing Systems. 36Research output: Contribution to journal › Conference article › peer-review
3 Scopus citations -
The Exact Sample Complexity Gain from Invariances for Kernel Regression
Tahmasebi, B. & Jegelka, S., 2023, In: Advances in Neural Information Processing Systems. 36, p. 55616-55646 31 p.Research output: Contribution to journal › Conference article › peer-review
3 Scopus citations -
The Inductive Bias of Flatness Regularization for Deep Matrix Factorization
Gatmiry, K., Reddi, S., Li, Z., Ma, T., Chuang, C. Y. & Jegelka, S., 2023, In: Advances in Neural Information Processing Systems. 36Research output: Contribution to journal › Conference article › peer-review
1 Scopus citations -
2014
On learning to localize objects with minimal supervision
Song, H. O., Girshick, R., Jegelka, S., Mairal, J., Harchaoui, Z. & Darrell, T., 2014, 31st International Conference on Machine Learning, ICML 2014. International Machine Learning Society (IMLS), p. 3582-3590 9 p. (31st International Conference on Machine Learning, ICML 2014; vol. 5).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
103 Scopus citations