2.5k citations · 4.2k across the 68 of their papers we have counts for
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Sequential Classification with Empirically Observed Statistics
Mahdi Haghifam, Vincent Y. F. Tan, Ashish Khisti
Motivated by real-world machine learning applications, we consider a statistical classification task in a sequential setting where test samples arrive sequentially. In addition, th…
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite +2
In this work, we improve upon the stepwise analysis of noisy iterative learning algorithms initiated by Pensia, Jog, and Loh (2018) and recently extended by Bu, Zou, and Veeravalli…
Low-Latency Network-Adaptive Error Control for Interactive Streaming
Salma Emara, Silas L. Fong, Baochun Li +4
We introduce a novel network-adaptive algorithm that is suitable for alleviating network packet losses for low-latency interactive communications between a source and a destination…
An Explicit Construction of Optimal Streaming Codes for Channels with Burst and Arbitrary Erasures
Damian Dudzicz, Silas L. Fong, Ashish Khisti
This paper presents a new construction of error correcting codes which achieves optimal recovery of a streaming source over a packet erasure channel. The channel model considered i…
Maximal Information Leakage based Privacy Preserving Data Disclosure Mechanisms
Tianrui Xiao, Ashish Khisti
It is often necessary to disclose training data to the public domain, while protecting privacy of certain sensitive labels. We use information theoretic measures to develop such pr…
An Explicit Rate-Optimal Streaming Code for Channels with Burst and Arbitrary Erasures
Elad Domanovitz, Silas L. Fong, Ashish Khisti
This paper considers the transmission of an infinite sequence of messages (a streaming source) over a packet erasure channel, where every source message must be recovered perfectly…