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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...
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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...
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05/15/2023
Quadratic Functional Encryption for Secure Training in Vertical Federated Learning
Vertical federated learning (VFL) enables the collaborative training of ...
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11/24/2022
Sequential Gradient Coding For Straggler Mitigation
In distributed computing, slower nodes (stragglers) usually become a bot...
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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...
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01/26/2022
Variational Model Inversion Attacks
Given the ubiquity of deep neural networks, it is important that these m...
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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...
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07/15/2021
Compressing Multisets with Large Alphabets
Current methods that optimally compress multisets are not suitable for h...
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06/18/2021
Universal Rate-Distortion-Perception Representations for Lossy Compression
In the context of lossy compression, Blau Michaeli (2019) adopt a ma...
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05/01/2021
Two-terminal Erasure Source-Broadcast with Feedback
We study the effects of introducing a feedback channel in the two-receiv...
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05/01/2021
Markov Rewards Processes with Impulse Rewards and Absorbing States
We study the expected accumulated reward for a discrete-time Markov rewa...
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02/26/2021
On the Generalization of Stochastic Gradient Descent with Momentum
While momentum-based methods, in conjunction with stochastic gradient de...
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02/22/2021
Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding
Latent variable models have been successfully applied in lossless compre...
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01/26/2021
Streaming Erasure Codes over the Multiple Access Relay Channel
Applications where multiple users communicate with a common server and d...
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06/10/2020
Streaming Erasure Codes over Multi-hop Relay Network
This paper studies low-latency streaming codes for the multi-hop network...
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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...
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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...
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12/03/2019
Sequential Classification with Empirically Observed Statistics
Motivated by real-world machine learning applications, we consider a sta...
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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...
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09/15/2019
Low-Latency Network-Adaptive Error Control for Interactive Streaming
We introduce a novel network-adaptive algorithm that is suitable for all...
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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...
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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...
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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...
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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...
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09/12/2018
On the Stability and Convergence of Stochastic Gradient Descent with Momentum
While momentum-based methods, in conjunction with the stochastic gradien...
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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...
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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...
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01/12/2018