Bendheim Center for Finance

2023

A Kernel-Based View of Language Model Fine-Tuning

Malladi, S., Wettig, A., Yu, D., Chen, D. & Arora, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 23610-23641 32 p.

Research output: Contribution to journal › Conference article › peer-review

4 Scopus citations

Task-Specific Skill Localization in Fine-tuned Language Models

Panigrahi, A., Saunshi, N., Zhao, H. & Arora, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 27011-27033 23 p.

Research output: Contribution to journal › Conference article › peer-review

1 Scopus citations

2022

Understanding Contrastive Learning Requires Incorporating Inductive Biases

Saunshi, N., Ash, J. T., Goel, S., Misra, D., Zhang, C., Arora, S., Kakade, S. & Krishnamurthy, A., 2022, In: Proceedings of Machine Learning Research. 162, p. 19250-19286 37 p.

Research output: Contribution to journal › Conference article › peer-review

31 Scopus citations

Understanding Gradient Descent on the Edge of Stability in Deep Learning

Arora, S., Li, Z. & Panigrahi, A., 2022, In: Proceedings of Machine Learning Research. 162, p. 948-1024 77 p.

Research output: Contribution to journal › Conference article › peer-review

23 Scopus citations

2020

A Theoretical Analysis of Deep Q-Learning

Fan, J., Wang, Z., Xie, Y. & Yang, Z., 2020, In: Proceedings of Machine Learning Research. 120, p. 486-489 4 p.

Research output: Contribution to journal › Conference article › peer-review

297 Scopus citations

Over-parameterized adversarial training: An analysis overcoming the curse of dimensionality

Zhang, Y., Plevrakis, O., Du, S. S., Li, X., Song, Z. & Arora, S., 2020, In: Advances in Neural Information Processing Systems. 2020-December

Research output: Contribution to journal › Conference article › peer-review

17 Scopus citations

Reconciling modern deep learning with traditional optimization analyses: The intrinsic learning rate

Li, Z., Lyu, K. & Arora, S., 2020, In: Advances in Neural Information Processing Systems. 2020-December

Research output: Contribution to journal › Conference article › peer-review

32 Scopus citations

2019

Explaining landscape connectivity of low-cost solutions for multilayer nets

Kuditipudi, R., Wang, X., Lee, H., Zhang, Y., Li, Z., Hu, W., Arora, S. & Ge, R., 2019, In: Advances in Neural Information Processing Systems. 32

Research output: Contribution to journal › Conference article › peer-review

39 Scopus citations

Implicit regularization in deep matrix factorization

Arora, S., Cohen, N., Hu, W. & Luo, Y., 2019, In: Advances in Neural Information Processing Systems. 32

Research output: Contribution to journal › Conference article › peer-review

237 Scopus citations

On exact computation with an infinitely wide neural net

Arora, S., Du, S. S., Hu, W., Li, Z., Salakhutdinov, R. & Wang, R., 2019, In: Advances in Neural Information Processing Systems. 32

Research output: Contribution to journal › Conference article › peer-review

406 Scopus citations

2018

An Analysis of the t-SNE Algorithm for Data Visualization

Arora, S., Hu, W. & Kothari, P. K., 2018, In: Proceedings of Machine Learning Research. 75, p. 1455-1462 8 p.

Research output: Contribution to journal › Conference article › peer-review

88 Scopus citations

Modified deformable mirror stroke minimization control for direct imaging of exoplanets

Sun, H., Riggs, A. J. E., Kasdin, N. J., Vanderbei, R. & Groff, T., Jul 29 2018, In: Proceedings of SPIE - The International Society for Optical Engineering. 10015, 100150J.

Research output: Contribution to journal › Conference article › peer-review

2017

Battery status not included: Assessing privacy in web standards

Olejnik, L., Englehardt, S. & Narayanan, A., 2017, In: CEUR Workshop Proceedings. 1873, p. 17-24 8 p.

Research output: Contribution to journal › Conference article › peer-review

15 Scopus citations

Parametric simplex method for sparse learning

Pang, H., Vanderbei, R., Liu, H. & Zhao, T., 2017, In: Advances in Neural Information Processing Systems. 2017-December, p. 188-197 10 p.

Research output: Contribution to journal › Conference article › peer-review

6 Scopus citations

2015

Simple, efficient, and neural algorithms for sparse coding

Arora, S., Ge, R., Ma, T. & Moitra, A., 2015, In: Journal of Machine Learning Research. 40, 2015

Research output: Contribution to journal › Conference article › peer-review

51 Scopus citations

2014

New algorithms for learning incoherent and overcomplete dictionaries

Arora, S., Ge, R. & Moitra, A., 2014, In: Journal of Machine Learning Research. 35, p. 779-806 28 p.

Research output: Contribution to journal › Conference article › peer-review

71 Scopus citations

2012

Learning topic models - Going beyond SVD

Arora, S., Ge, R. & Moitra, A., 2012, In: Proceedings - Annual IEEE Symposium on Foundations of Computer Science, FOCS. p. 1-10 10 p., 6375276.

Research output: Contribution to journal › Conference article › peer-review

Open Access

268 Scopus citations

2007

TOPS: A small space telescope using phase induced-amplitude apodization (PIAA) to image rocky and giant exo-planets

Guyon, O., Angel, J. R. P., Bowers, C., Burge, J., Burrows, A., Codona, J., Greene, T., Iye, M., Kasting, J., Martin, H., McCarthy, D. W., Meadows, V., Meyer, M., Pluzhnik, E. A., Sleeps, N., Tamura, M., Tenerelli, D., Vanderbei, R., Woodgate, B. & Woodruffs, R. A. & 1 others, Woolf, N. J., 2007, In: Proceedings of SPIE - The International Society for Optical Engineering. 6693, 66930J.

Research output: Contribution to journal › Conference article › peer-review

Open Access

2005

Euclidean distortion and the Sparsest Cut

Arora, S., Lee, J. R. & Naor, A., 2005, In: Proceedings of the Annual ACM Symposium on Theory of Computing. p. 553-562 10 p.

Research output: Contribution to journal › Conference article › peer-review

Open Access

77 Scopus citations

Towards strong nonapproximability results in the Lovasz-Schrijver hierarchy

Alekhnovich, M., Arora, S. & Tourlakis, I., 2005, In: Proceedings of the Annual ACM Symposium on Theory of Computing. p. 294-303 10 p.

Research output: Contribution to journal › Conference article › peer-review

36 Scopus citations

2004

Expander flows, geometric embeddings and graph partitioning

Arora, S., Rao, S. & Vazirani, U., 2004, In: Conference Proceedings of the Annual ACM Symposium on Theory of Computing. p. 222-231 10 p.

Research output: Contribution to journal › Conference article › peer-review

Open Access

240 Scopus citations

High dynamic range imaging, amplitude and phase control

Pueyo, L., Give'on, A., Littman, M. G., Kasdin, N. J. & Vanderbei, R., 2004, In: Proceedings of SPIE - The International Society for Optical Engineering. 5490, PART 2, p. 545-553 9 p., 92.

Research output: Contribution to journal › Conference article › peer-review

4 Scopus citations

High-frequency folding and optimal phase conjugation for high-contrast adaptive optics

Give'on, A., Kasdin, N. J., Vanderbei, R. J. & Avitzour, Y., 2004, In: Proceedings of SPIE - The International Society for Optical Engineering. 5490, PART 3, p. 1438-1449 12 p., 155.

Research output: Contribution to journal › Conference article › peer-review

4 Scopus citations

O(√log n) approximation to SPARSEST CUT in Õ(n ²) time

Arora, S., Hazan, E. & Kale, S., 2004, In: Proceedings - Annual IEEE Symposium on Foundations of Computer Science, FOCS. p. 238-247 10 p.

Research output: Contribution to journal › Conference article › peer-review

37 Scopus citations

The new worlds observer: A mission for high-resolution spectroscopy of extra-solar terrestrial planets

Simmons, W. L., Cash, W. C., Seager, S., Wilkinson, E., Kasdin, N. J., Vanderbei, R. J., Chow, N., Gralla, E. & Kleingeld, J., 2004, In: Proceedings of SPIE - The International Society for Optical Engineering. 5487, PART 3, p. 1634-1645 12 p.

Research output: Contribution to journal › Conference article › peer-review

Open Access

6 Scopus citations

The sensitivity of shaped pupil coronagraphs to optical aberrations

Green, J. J., Shaklan, S. B., Vanderbei, R. J. & Kasdin, N. J., 2004, In: Proceedings of SPIE - The International Society for Optical Engineering. 5487, PART 3, p. 1358-1367 10 p.

Research output: Contribution to journal › Conference article › peer-review

14 Scopus citations

2003

Amplitude and Phase Control of Pupil Coronagraph for Exo-planet Detection Using Spatial Light Modulators

Pueyo, L., Littman, M. G., Carr, M., Kasdin, N. J., Spergel, D. N. & Vanderbei, R., 2003, In: Proceedings of SPIE - The International Society for Optical Engineering. 5170, p. 241-249 9 p.

Research output: Contribution to journal › Conference article › peer-review

4 Scopus citations

Evolving exosolar planet detection methods with lab experiments and integrated modeling: I. Modeling

Lieber, M., Kilston, S., Kasdin, J., Vanderbei, R. & Littman, M., 2003, In: Proceedings of SPIE - The International Society for Optical Engineering. 5170, p. 66-78 13 p.

Research output: Contribution to journal › Conference article › peer-review

6 Scopus citations

New Pupil Masks for High-Contrast Imaging

Vanderbei, R. J., Kasdin, N. J., Spergel, D. N. & Kuchner, M., 2003, In: Proceedings of SPIE - The International Society for Optical Engineering. 5170, p. 49-56 8 p.

Research output: Contribution to journal › Conference article › peer-review

11 Scopus citations

Optimal shaped pupils and wavefront control for planet finding coronagraphy

Kasdin, N. J., Littman, M. G., Giveon, A., Pueyo, L., Vanderbei, R. J., Spergel, D. N. & Carr, H., Apr 2003, In: European Space Agency, (Special Publication) ESA SP. 539, p. 469-474 6 p.

Research output: Contribution to journal › Conference article › peer-review