I study scalable and secure distributed inference: how connected systems communicate the information needed to learn, predict, and make decisions. My research combines wireless communications, information theory, and machine learning.
01 / Communication & distributed inference
I study how many devices can share information efficiently, even with limited coordination, energy, and knowledge of the wireless channel.
My work on unsourced multiple access considers communication from many intermittently active devices. Type-based approaches focus on the information reported collectively by those devices. I also study MIMO, noncoherent communication, and information freshness. My upcoming CESP project studies communication-efficient synchronization of predictions for distributed intelligent systems, connecting communication design with distributed inference.
02 / Task-oriented sensing & transmission
I explore point-cloud transmission for remote registration: communicating with a downstream task in mind, rather than treating every bit as equally important.
The WASP-funded project Point-Cloud Transmission for Remote Registration connects communication design with 3D perception. Our work includes registration-error estimation and patch-based point cloud transmission with rate adaptation, bringing the communication budget and sensing data delivery into the same design problem.
03 / AI privacy & security
I investigate privacy risks in learning systems and the foundations of attacks and defenses, including membership inference and memory poisoning in AI agents.
Work on membership inference and federated learning examines the limits of privacy protection. A Swedish Research Council project, Memory Poisoning in LLM Agents: Foundations, Attacks, and Defenses, extends this research to the memories used by AI agents.
VR Starting Grant · 2027–2031 · SEK 4.8 million
My role: Principal investigator (PI)
Upcoming project on synchronizing predictions across distributed intelligent systems. A PhD student will be recruited.
PhD opportunity ↗
Swedish Research Council · 2026–2030 · SEK 6 million
My role: Principal investigator (PI)
Foundations, attacks, and defenses.
Research direction ↗
WASP · 2025–2029 · SEK 8 million
My role: Principal investigator (PI)
Communication designed around a downstream sensing task.
Research direction ↗My role: Co-principal investigator (co-PI)
My role: Co-principal investigator (co-PI)
Marie Skłodowska-Curie Individual Fellowship · 2021–2023
My role: Marie Skłodowska-Curie Fellow
Low-latency and private edge computing in random-access networks.
Project website ↗My role: Co-principal investigator (co-PI)
My role: Co-principal investigator (co-PI)
IEEE SPAWC · 2024
A framework for recovering the collective information reported by many devices, including repeated reports.
IEEE ICASSP · 2026
Work on estimating registration error in point clouds, connecting learned representations with 3D perception.
NeurIPS · 2025
Investigating whether a data sample was part of a model’s training data through a Bayesian approach to membership inference.
IEEE Transactions on Wireless Communications · 2026
Phase calibration for distributed antenna systems integrated into the time-division duplex flow.
IEEE BITS Information Theory Magazine · 2026
Exploring prediction-based compression using large language models.
IEEE Transactions on Wireless Communications · 2026
Recovering collective reports over fading channels in distributed antenna systems, with an application to locating multiple targets.
See the complete publication list for all papers, books, patents, posters, and reports.
Communicating what is needed, and just that — ELLIIT 2026 ↗
Massive, secure, and intelligent connectivity for distributed inference. Watch the recorded presentation.
VinUniversity (July 2026); Universitat Politècnica de Catalunya (June 2026); University of Cyprus (October 2025); Aalborg University (April 2024); Linköping University (October 2023); Vietnam National University Hanoi (May 2023, May 2021); INRIA Lyon (April 2023); CentraleSupélec (January 2023); ETIS, France (February 2022).
AVISE (November 2024); University of Amsterdam (April 2024); Hanoi University of Science and Technology (December 2023); German Aerospace Center, DLR (September 2022).
CentraleSupélec (December 2021, June 2018); Club EEA, France (June 2021); Vietnam National University Hanoi (August 2019, November 2017); Technical University of Munich (September 2017).
Vietnam National University Hanoi (August 2016).