Research output per year
Research output per year
Personal profile
Overview
Dr. Anirbit is interested in the mathematics of neural networks and deep-learning.
Education/Academic qualification
Doctor of Philosophy, Johns Hopkins University
Jan 2016 → 15 Jul 2020
Award Date: 15 Jul 2020
Bachelor of Science, Chennai Mathematical Institute
Master of Physics, Tata Institute of Fundamental Research
Post-Doctorate , University of Pennsylvania: Wharton
Areas of expertise
- QA75 Electronic computers. Computer science
Research Beacons, Institutes and Platforms
- Institute for Data Science and AI
Keywords
- Neural Networks and Deep Learning
- Stochastic Optimization
Fingerprint
Dive into the research topics where Anirbit Mukherjee is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Investigating the locality of neural network training dynamics
Mukherjee, A., Gampa, P. & Dan, S., 1 Nov 2021, (In preparation).Research output: Working paper › Preprint
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A Study of the Mathematics of Deep Learning
Mukherjee, A., 2020, (Accepted/In press) Johns Hopkins University.Research output: Thesis › Doctoral Thesis
File484 Downloads (Pure) -
Depth-2 neural networks under a data-poisoning attack
Karmakar, S., Mukherjee, A. & Papamarkou, T., 21 Feb 2023, (E-pub ahead of print) In: Neurocomputing.Research output: Contribution to journal › Article › peer-review
Open Access -
Size Lowerbounds for Deep Operator Networks
Mukherjee, A. & Roy, A., 2023, 21 p.Research output: Working paper › Preprint
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Global Convergence of SGD On Two Layer Neural Nets
Mukherjee, A. & Gopalani, P., 2022, 23 p.Research output: Working paper › Preprint
Prizes
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Inaugural MINDS (JHU) Data Science Fellowship for 2019/2020
Mukherjee, Anirbit (Recipient), 2019
Prize: Fellowship awarded competitively
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Walter L. Robb Fellowship
Mukherjee, Anirbit (Recipient), Nov 2018
Prize: Fellowship awarded competitively
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Provable Training of Neural Nets With One Layer of Activation
Anirbit Mukherjee (Speaker)
8 Mar 2023Activity: Talk or presentation › Invited talk
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Provable Training of Neural Nets With One Layer of Activation
Anirbit Mukherjee (Speaker)
19 Jan 2023Activity: Talk or presentation › Invited talk
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Generalization Bounds for DeepONets while Solving Differential Equations
Anirbit Mukherjee (Speaker)
Dec 2022Activity: Talk or presentation › Invited talk
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Journal of Machine Learning Research (Journal)
Anirbit Mukherjee (Peer reviewer of publications)
2022Activity: Publication peer-review and editorial work › Publication peer-review
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Communications in Computational Physics (Journal)
Anirbit Mukherjee (Peer reviewer of publications)
2022Activity: Publication peer-review and editorial work › Publication peer-review