Search Results for author: Ao Tang

Found 6 papers, 2 papers with code

Optimizing queues with deadlines under infrequent monitoring

no code implementations21 Mar 2024 Faraz Farahvash, Ao Tang

In this paper, we aim to improve the percentage of packets meeting their deadline in discrete-time M/M/1 queues with infrequent monitoring.

Optimal Compression for Minimizing Classification Error Probability: an Information-Theoretic Approach

no code implementations3 Nov 2022 Jingchao Gao, Ao Tang, Weiyu Xu

We then provide analytical and computational methods to characterize the optimal trade-off between data compression and classification error probability.

Classification Data Compression

Task-Aware Network Coding Over Butterfly Network

no code implementations28 Jan 2022 Jiangnan Cheng, Sandeep Chinchali, Ao Tang

Classical network coding is largely task-agnostic -- the coding schemes mainly aim to faithfully reconstruct data at the receivers, regardless of what ultimate task the received data is used for.

Task-aware Privacy Preservation for Multi-dimensional Data

1 code implementation5 Oct 2021 Jiangnan Cheng, Ao Tang, Sandeep Chinchali

Local differential privacy (LDP) can be adopted to anonymize richer user data attributes that will be input to sophisticated machine learning (ML) tasks.

Data Sharing and Compression for Cooperative Networked Control

1 code implementation NeurIPS 2021 Jiangnan Cheng, Marco Pavone, Sachin Katti, Sandeep Chinchali, Ao Tang

Sharing forecasts of network timeseries data, such as cellular or electricity load patterns, can improve independent control applications ranging from traffic scheduling to power generation.

Scheduling

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