Ryan Antonio

Ryan Antonio
Ryan Antonio
Phd student
Hardware-efficient AI and ML
+32 498 85 99 85
ryan.antonio@esat.kuleuven.be
Marian Verhelst
Or meet the full MICAS team

Current research topic

Publications

< /i>FlexiGen< //i>: An Automated AI Accelerator Generation Framework With Decoupled-Access-Execute and Dynamic Dataflows Xiaoling Yi, Man Shi, Joren Dumoulin, Jiacong Sun, Yunhao Deng, Ryan Antonio, Fanchen Kong, Yu Zhang, Yuqi Jiang, and Marian Verhelst · Article · Jun 1. 2026 IEEE Transactions On Circuits And Systems I-Regular Papers; 2026; Vol. 73; iss. 6; pp. 4164 - 4177
Hardware Design Optimization of a Sparse Hyperdimensional Computing Accelerator for iEEG Seizure Detection Stef Cuyckens, Ryan Antonio, Chao Fang, and Marian Verhelst · Article · Apr 23. 2026 CHIPS; 2026; Vol. 5; iss. 2
The Configuration Wall: Characterization and Elimination of Accelerator Configuration Overhead Josse Van Delm, Anton Lydike, Joren Dumoulin, Jonas Crols, Xiaoling Yi, Ryan Antonio, Jackson Woodruff, Tobias Grosser, and Marian Verhelst · Conference Proceeding · Jan 1. 2026 PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 1, ASPLOS 2026; 2026; pp. 265 - 280
HDStream: An Energy-efficient 7.98 TBOPS/W Hyperdimensional Computing Streaming Processor Ryan Antonio, Xiaoling Yi, Yunhao Deng, Fanchen Kong, Jun Yin, and Marian Verhelst · Conference Proceeding · Jan 1. 2026 PROCEEDINGS OF THE GREAT LAKES SYMPOSIUM ON VLSI 2026, GLSVLSI 2026; 2026; pp. 115 - 121
STELLA: A 16nm Spatio-Temporal Elastic Low-Latency CGRA for Multi-Stage Pipelined Applications Jun Yin, Chao Fang, Ryan Antonio, Xiaoling Yi, Yunhao Deng, Fanchen Kong, and Marian Verhelst · Conference Proceeding · Jan 1. 2026 2026 IEEE CUSTOM INTEGRATED CIRCUITS CONFERENCE, CICC; 2026