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Scalable Collaborative Learning via Representation Sharing


Nov 20, 2022
Frédéric Berdoz, Abhishek Singh, Martin Jaggi, Ramesh Raskar


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Differentially Private CutMix for Split Learning with Vision Transformer


Oct 28, 2022
Seungeun Oh, Jihong Park, Sihun Baek, Hyelin Nam, Praneeth Vepakomma, Ramesh Raskar, Mehdi Bennis, Seong-Lyun Kim

* to be presented at the 36nd Conference on Neural Information Processing Systems (NeurIPS 2022), First Workshop on Interpolation Regularizers and Beyond (INTERPOLATE), New Orleans, United States 

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Detection and Mapping of Specular Surfaces Using Multibounce Lidar Returns


Sep 07, 2022
Connor Henley, Siddharth Somasundaram, Joseph Hollmann, Ramesh Raskar


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Fundamentals of Task-Agnostic Data Valuation


Aug 25, 2022
Mohammad Mohammadi Amiri, Frederic Berdoz, Ramesh Raskar


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Differentiable Agent-based Epidemiology


Jul 20, 2022
Ayush Chopra, Alexander Rodríguez, Jayakumar Subramanian, Balaji Krishnamurthy, B. Aditya Prakash, Ramesh Raskar

* 14 pages, 5 figures 

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Private independence testing across two parties


Jul 08, 2022
Praneeth Vepakomma, Mohammad Mohammadi Amiri, Clément L. Canonne, Ramesh Raskar, Alex Pentland

* 16 pages 

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Visual Transformer Meets CutMix for Improved Accuracy, Communication Efficiency, and Data Privacy in Split Learning


Jul 01, 2022
Sihun Baek, Jihong Park, Praneeth Vepakomma, Ramesh Raskar, Mehdi Bennis, Seong-Lyun Kim

* won the Best Student Paper Award at International Workshop on Trustworthy Federated Learning in Conjunction with IJCAI 2022 (FL-IJCAI'22), Vienna, Austria 

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Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging


Apr 21, 2022
Tzofi Klinghoffer, Siddharth Somasundaram, Kushagra Tiwary, Ramesh Raskar


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Physically Disentangled Representations


Apr 11, 2022
Tzofi Klinghoffer, Kushagra Tiwary, Arkadiusz Balata, Vivek Sharma, Ramesh Raskar


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Towards Learning Neural Representations from Shadows


Mar 29, 2022
Kushagra Tiwary, Tzofi Klinghoffer, Ramesh Raskar


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