Search Results for author: Oguzhan Akcin

Found 3 papers, 0 papers with code

Time Weaver: A Conditional Time Series Generation Model

no code implementations5 Mar 2024 Sai Shankar Narasimhan, Shubhankar Agarwal, Oguzhan Akcin, Sujay Sanghavi, Sandeep Chinchali

Current approaches to time series generation often ignore this paired metadata, and its heterogeneity poses several practical challenges in adapting existing conditional generation approaches from the image, audio, and video domains to the time series domain.

Specificity Time Series +1

Data Games: A Game-Theoretic Approach to Swarm Robotic Data Collection

no code implementations7 Mar 2023 Oguzhan Akcin, Po-han Li, Shubhankar Agarwal, Sandeep Chinchali

Instead, we propose a cooperative data sampling strategy where geo-distributed AVs collaborate to collect a diverse ML training dataset in the cloud.

Autonomous Driving

A Control Theoretic Approach to Infrastructure-Centric Blockchain Tokenomics

no code implementations23 Oct 2022 Oguzhan Akcin, Robert P. Streit, Benjamin Oommen, Sriram Vishwanath, Sandeep Chinchali

As such, the associated token rewards should gracefully scale with the size of the decentralized system, but should be carefully balanced with consumer demand to manage inflation and be designed to ultimately reach an equilibrium.

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