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Gupta, Nirupam
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1

Robust Machine Learning: Distributed Methods for Safe AI 

Machine Learning: Foundations, Methodologies, and Applications
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - 1st ed. 2024 . , 2024
Link: https://doi.org/10.1007/..
 
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2

Optimal Robustness:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 93-112 , 2024
Link: https://doi.org/10.1007/..
 
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3

Basics of Machine Learning:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 15-31 , 2024
Link: https://doi.org/10.1007/..
 
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4

Federated Machine Learning:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 33-53 , 2024
Link: https://doi.org/10.1007/..
 
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5

Byzantine Machine Learning: A Primer:

Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael
ACM Computing Surveys.  56 (2024)  7 - p. 1-39 , 2024
Link: https://doi.org/10.1145/..
 
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6

Practical Robustness:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 113-154 , 2024
Link: https://doi.org/10.1007/..
 
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7

Robust and Private Federated Learning on LLMs:

, In: Large Language Models in Cybersecurity,
Guerraoui, Rachid ; Gupta, Nirupam - p. 189-196 , 2024
Link: https://doi.org/10.1007/..
 
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8

Fundamentals of Robust Machine Learning:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 55-92 , 2024
Link: https://doi.org/10.1007/..
 
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9

Brief Announcement: A Case for Byzantine Machine Learning:

, In: Proceedings of the 43rd ACM Symposium on Principles of Distributed Computing,
Farhadkhani, Sadegh ; Guerraoui, Rachid ; Gupta, Nirupam. - p. 131-134 , 2024
Link: https://dl.acm.org/doi/1..
 
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10

Context and Motivation:

, In: Robust Machine Learning; Machine Learning: Foundations, Methodologies, and Applications,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafael - p. 1-13 , 2024
Link: https://doi.org/10.1007/..
 
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11

Byzantine Fault-Tolerance in Federated Local SGD Under $2f$..:

Gupta, Nirupam ; Doan, Thinh T. ; Vaidya, Nitin
IEEE Transactions on Control of Network Systems.  10 (2023)  4 - p. 1669-1681 , 2023
Link: https://doi.org/10.1109/..
 
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12

Impact of Redundancy on Resilience in Distributed Optimizat..:

, In: Proceedings of the 24th International Conference on Distributed Computing and Networking,
Liu, Shuo ; Gupta, Nirupam ; Vaidya, Nitin H. - p. 80-89 , 2023
Link: https://dl.acm.org/doi/1..
 
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13

Democratizing Machine Learning: Resilient Distributed Learn..:

, In: 2022 41st International Symposium on Reliable Distributed Systems (SRDS),
Boubouh, Karim ; Boussetta, Amine ; Gupta, Nirupam.. - p. 94-120 , 2022
Link: https://doi.org/10.1109/..
 
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14

Iterative pre-conditioning for expediting the distributed g..:

Chakrabarti, Kushal ; Gupta, Nirupam ; Chopra, Nikhil
Automatica.  137 (2022)  - p. 110095 , 2022
Link: https://doi.org/10.1016/..
 
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15

Differential Privacy and Byzantine Resilience in SGD : D..:

, In: Proceedings of the 2021 ACM Symposium on Principles of Distributed Computing,
Guerraoui, Rachid ; Gupta, Nirupam ; Pinot, Rafaël.. - p. 391-401 , 2021
Link: https://dl.acm.org/doi/1..
 
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