Search Results for author: Shirin Saeedi Bidokhti

Found 5 papers, 1 papers with code

Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding

1 code implementation4 Apr 2022 Eric Lei, Hamed Hassani, Shirin Saeedi Bidokhti

Motivated by the empirical success of deep neural network (DNN) compressors on large, real-world data, we investigate methods to estimate the rate-distortion function on such data, which would allow comparison of DNN compressors with optimality.

Data Compression

Robust Graph Neural Networks via Probabilistic Lipschitz Constraints

no code implementations14 Dec 2021 Raghu Arghal, Eric Lei, Shirin Saeedi Bidokhti

This allows for the use of the same computationally efficient algorithm on sampled constraints, which provides PAC-style guarantees on the stability of the GNN using results in scenario optimization.

Out-of-Distribution Robustness in Deep Learning Compression

no code implementations13 Oct 2021 Eric Lei, Hamed Hassani, Shirin Saeedi Bidokhti

In recent years, deep neural network (DNN) compression systems have proved to be highly effective for designing source codes for many natural sources.

Timely Broadcasting in Erasure Networks: Age-Rate Tradeoffs

no code implementations17 Feb 2021 Xingran Chen, Renpu Liu, Shaochong Wang, Shirin Saeedi Bidokhti

The interplay between timeliness and rate efficiency is investigated in packet erasure broadcast channels with feedback.

Information Theory Social and Information Networks Systems and Control Systems and Control Information Theory

Real-time Sampling and Estimation on Random Access Channels: Age of Information and Beyond

no code implementations7 Jul 2020 Xingran Chen, Xinyu Liao, Shirin Saeedi Bidokhti

It is shown that non-oblivious policies offer a multiplicative gain close to $3$ compared to oblivious policies.

Decision Making Scheduling

Cannot find the paper you are looking for? You can Submit a new open access paper.