Mutual Information Upper Bounds for Uniform Inputs Through the Deletion Channel
Pernice, Francisco, Isik, Berivan, Weissman, Tsachy
Published in IEEE transactions on information theory (01.07.2024)
Published in IEEE transactions on information theory (01.07.2024)
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Journal Article
Lossy Compression of Noisy Data for Private and Data-Efficient Learning
Isik, Berivan, Weissman, Tsachy
Published in IEEE journal on selected areas in information theory (01.12.2022)
Published in IEEE journal on selected areas in information theory (01.12.2022)
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Journal Article
rTop-k: A Statistical Estimation Approach to Distributed SGD
Barnes, Leighton Pate, Inan, Huseyin A., Isik, Berivan, Ozgur, Ayfer
Published in IEEE journal on selected areas in information theory (01.11.2020)
Published in IEEE journal on selected areas in information theory (01.11.2020)
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Journal Article
Sandwiched Video Compression: Efficiently Extending the Reach of Standard Codecs with Neural Wrappers
Isik, Berivan, Guleryuz, Onur G., Tang, Danhang, Taylor, Jonathan, Chou, Philip A.
Published in 2023 IEEE International Conference on Image Processing (ICIP) (08.10.2023)
Published in 2023 IEEE International Conference on Image Processing (ICIP) (08.10.2023)
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Conference Proceeding
Learning under Storage and Privacy Constraints
Isik, Berivan, Weissman, Tsachy
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
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Conference Proceeding
Lossy Compression of Noisy Data for Private and Data-Efficient Learning
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Paper
Journal Article
Upper bounds on the Rate of Uniformly-Random Codes for the Deletion Channel
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Paper
Journal Article
Sparse Random Networks for Communication-Efficient Federated Learning
Isik, Berivan, Pase, Francesco, Gunduz, Deniz, Weissman, Tsachy, Zorzi, Michele
Published in arXiv.org (09.02.2023)
Published in arXiv.org (09.02.2023)
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Paper
Journal Article
Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs
Panda, Ashwinee, Isik, Berivan, Qi, Xiangyu, Koyejo, Sanmi, Weissman, Tsachy, Mittal, Prateek
Published in arXiv.org (25.06.2024)
Published in arXiv.org (25.06.2024)
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Paper
Journal Article
On Fairness of Low-Rank Adaptation of Large Models
Ding, Zhoujie, Liu, Ken Ziyu, Peetathawatchai, Pura, Isik, Berivan, Koyejo, Sanmi
Year of Publication 27.05.2024
Year of Publication 27.05.2024
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Journal Article
Improved Communication-Privacy Trade-offs in $L_2$ Mean Estimation under Streaming Differential Privacy
Chen, Wei-Ning, Isik, Berivan, Kairouz, Peter, No, Albert, Oh, Sewoong, Xu, Zheng
Year of Publication 01.05.2024
Year of Publication 01.05.2024
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Journal Article
Adaptive Compression in Federated Learning via Side Information
Isik, Berivan, Pase, Francesco, Gunduz, Deniz, Koyejo, Sanmi, Weissman, Tsachy, Zorzi, Michele
Published in arXiv.org (22.04.2024)
Published in arXiv.org (22.04.2024)
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Paper
Journal Article
Scaling Laws for Downstream Task Performance of Large Language Models
Isik, Berivan, Ponomareva, Natalia, Hazimeh, Hussein, Paparas, Dimitris, Vassilvitskii, Sergei, Koyejo, Sanmi
Published in arXiv.org (06.02.2024)
Published in arXiv.org (06.02.2024)
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Paper
Journal Article
Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation
Isik, Berivan, Wei-Ning, Chen, Ozgur, Ayfer, Weissman, Tsachy, Albert No
Published in arXiv.org (29.10.2023)
Published in arXiv.org (29.10.2023)
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Paper
Journal Article
Sandwiched Video Compression: Efficiently Extending the Reach of Standard Codecs with Neural Wrappers
Isik, Berivan, Guleryuz, Onur G, Tang, Danhang, Taylor, Jonathan, Chou, Philip A
Published in arXiv.org (05.07.2023)
Published in arXiv.org (05.07.2023)
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Paper
Journal Article
Sandwiched Compression: Repurposing Standard Codecs with Neural Network Wrappers
Guleryuz, Onur G, Chou, Philip A, Isik, Berivan, Hoppe, Hugues, Tang, Danhang, Du, Ruofei, Taylor, Jonathan, Davidson, Philip, Fanello, Sean
Published in arXiv.org (08.02.2024)
Published in arXiv.org (08.02.2024)
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Paper
Journal Article
Neural Network Compression for Noisy Storage Devices
Isik, Berivan, Choi, Kristy, Zheng, Xin, Weissman, Tsachy, Ermon, Stefano, H -S Philip Wong, Alaghi, Armin
Published in arXiv.org (14.03.2023)
Published in arXiv.org (14.03.2023)
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Journal Article