Ashish Khisti | DeepAI

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∙ 05/30/2023

On the Choice of Perception Loss Function for Learned Video Compression

We study causal, low-latency, sequential video compression when the outp...

0 Sadaf Salehkalaibar, et al. ∙

∙ 05/16/2023

Random Edge Coding: One-Shot Bits-Back Coding of Large Labeled Graphs

We present a one-shot method for compressing large labeled graphs called...

0 Daniel Severo, et al. ∙

∙ 05/15/2023

Quadratic Functional Encryption for Secure Training in Vertical Federated Learning

Vertical federated learning (VFL) enables the collaborative training of ...

0 Shuangyi Chen, et al. ∙

∙ 11/24/2022

Sequential Gradient Coding For Straggler Mitigation

In distributed computing, slower nodes (stragglers) usually become a bot...

0 M. Nikhil Krishnan, et al. ∙

∙ 03/10/2022

Adaptive relaying for streaming erasure codes in a three node relay network

This paper investigates adaptive streaming codes over a three-node relay...

0 Gustavo Kasper Facenda, et al. ∙

∙ 01/26/2022

Variational Model Inversion Attacks

Given the ubiquity of deep neural networks, it is important that these m...

11 Kuan-Chieh Wang, et al. ∙

∙ 01/17/2022

Error-correcting codes for low latency streaming over multiple link relay networks

This paper investigates the performance of streaming codes in low-latenc...

0 Gustavo Kasper Facenda, et al. ∙

∙ 07/15/2021

Compressing Multisets with Large Alphabets

Current methods that optimally compress multisets are not suitable for h...

0 Daniel Severo, et al. ∙

∙ 06/18/2021

Universal Rate-Distortion-Perception Representations for Lossy Compression

In the context of lossy compression, Blau Michaeli (2019) adopt a ma...

0 George Zhang, et al. ∙

∙ 05/01/2021

Two-terminal Erasure Source-Broadcast with Feedback

We study the effects of introducing a feedback channel in the two-receiv...

0 Louis Tan, et al. ∙

∙ 05/01/2021

Markov Rewards Processes with Impulse Rewards and Absorbing States

We study the expected accumulated reward for a discrete-time Markov rewa...

0 Louis Tan, et al. ∙

∙ 02/26/2021

On the Generalization of Stochastic Gradient Descent with Momentum

While momentum-based methods, in conjunction with stochastic gradient de...

0 Ali Ramezani-Kebrya, et al. ∙

∙ 02/22/2021

Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding

Latent variable models have been successfully applied in lossless compre...

0 Yangjun Ruan, et al. ∙

∙ 01/26/2021

Streaming Erasure Codes over the Multiple Access Relay Channel

Applications where multiple users communicate with a common server and d...

0 Gustavo Kasper Facenda, et al. ∙

∙ 06/10/2020

Streaming Erasure Codes over Multi-hop Relay Network

This paper studies low-latency streaming codes for the multi-hop network...

0 Elad Domanovitz, et al. ∙

∙ 06/10/2020

Time-Resolved fMRI Shared Response Model using Gaussian Process Factor Analysis

Multi-subject fMRI studies are challenging due to the high variability o...

15 MohammadReza Ebrahimi, et al. ∙

∙ 04/27/2020

Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms

The information-theoretic framework of Russo and J. Zou (2016) and Xu an...

25 Mahdi Haghifam, et al. ∙

∙ 12/03/2019

Sequential Classification with Empirically Observed Statistics

Motivated by real-world machine learning applications, we consider a sta...

0 Mahdi Haghifam, et al. ∙

∙ 11/06/2019

Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates

In this work, we improve upon the stepwise analysis of noisy iterative l...

15 Jeffrey Negrea, et al. ∙

∙ 09/15/2019

Low-Latency Network-Adaptive Error Control for Interactive Streaming

We introduce a novel network-adaptive algorithm that is suitable for all...

0 Silas L. Fong, et al. ∙

∙ 04/11/2019

An Explicit Rate-Optimal Streaming Code for Channels with Burst and Arbitrary Erasures

In this paper, we consider transmitting a sequence of messages (a stream...

0 Elad Domanovitz, et al. ∙

∙ 04/01/2019

Maximal Information Leakage based Privacy Preserving Data Disclosure Mechanisms

It is often necessary to disclose training data to the public domain, wh...

0 Tianrui Xiao, et al. ∙

∙ 03/18/2019

An Explicit Construction of Optimal Streaming Codes for Channels with Burst and Arbitrary Erasures

This paper presents a new construction of error correcting codes which a...

0 Damian Dudzicz, et al. ∙

∙ 01/11/2019

Optimal Multiplexed Erasure Codes for Streaming Messages with Different Decoding Delays

This paper considers multiplexing two sequences of messages with two dif...

0 Silas L. Fong, et al. ∙

∙ 09/12/2018

On the Stability and Convergence of Stochastic Gradient Descent with Momentum

While momentum-based methods, in conjunction with the stochastic gradien...

0 Ali Ramezani-Kebrya, et al. ∙

∙ 06/26/2018

Optimal Streaming Erasure Codes over the Three-Node Relay Network

This paper investigates low-latency streaming codes for a three-node rel...

0 Silas L. Fong, et al. ∙

∙ 01/16/2018

A Survey of Physical Layer Security Techniques for 5G Wireless Networks and Challenges Ahead

Physical layer security which safeguards data confidentiality based on t...

0 Yongpeng Wu, et al. ∙

∙ 01/12/2018

Optimal Streaming Codes for Channels with Burst and Arbitrary Erasures

This paper considers transmitting a sequence of messages (a streaming so...

0 Silas L. Fong, et al. ∙

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