Search Results for author: Jiangnan Cheng

Found 3 papers, 2 papers with code

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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