Recent Publications
Markovian Experimental Design under Concept Drift,
Ayberk Yarkın Yıldız, Lili Su, Carlee Joe-Wong, Edmund Yeh, and Stratis Ioannidis.
NeurIPS, Sydney, Australia, 2026. [code]
DnNP: Denoising Input Uncertainty in Neural Processes,
Fatemeh Tohidian, Chengzhi Shi, Soomi Lee, Matthew Elia, Amy Mueller, Stratis Ioannidis, and Jennifer Dy.
NeurIPS, Sydney, Australia, 2026.
ActQuant: Sub-4-bit Action-Guided Quantization for Vision-Language-Action Models
Arash Akbari, Arman Akbari, Masih Eskandar, Qitao Tan, Yixiao Chen, Jingwu Luo, Bertha Pangaribuan, Liyun Zhang, Jennifer Dy, Geng Yuan, Xue Lin, Gaowen Liu, Stratis Ioannidis, and Yanzhi Wang.
NeurIPS, Sydney, Australia, 2026. [code]
Arash Akbari, Arman Akbari, Masih Eskandar, Qitao Tan, Yixiao Chen, Jingwu Luo, Bertha Pangaribuan, Liyun Zhang, Jennifer Dy, Geng Yuan, Xue Lin, Gaowen Liu, Stratis Ioannidis, and Yanzhi Wang.
NeurIPS, Sydney, Australia, 2026. [code]
Communication-Aware Distributed Edge Inference via Latent Representation Compression,
Peyman Gholami, Theodoros-Thirimachos Davarakis, Teng Li, Miquel Sirera Perelló, Salil Reddy, Ayberk Yarkın Yıldız, Anish Arora, Atilla Eryilmaz, Stratis Ioannidis, Chengzhang Li, Hulya Seferoglu, and Ness Shroff.
MobiHoc, Tokyo, Japan, 2026. [code]
Research Interests
- Machine Learning
- Distributed Systems
- Networking
- Privacy
News and research highlights, google scholar profile, patents granted and pending. If you are interested in pursuing a Ph.D. in machine learning or networking, please feel free to reach out at ioannidis@northeastern.edu.
Our research has been generously supported by the National Science Foundation via the NSF AI Institute for Future Edge Networks and Distributed Intelligence (AI-EDGE), a CAREER award CCF-1750539 and grants CNS-2414652, CNS 2107062, CCF-1937500, IIS-1741197, IIS-1622536, NeTS-1718355, and CNS-1717213, by the Defence Advanced Research Projects Agency, as well as by a Google Faculty Research Award and a Facebook Research Award.
