no code implementations • 16 Feb 2024 • Meiyi Zhu, Caili Guo, Chunyan Feng, Osvaldo Simeone
We derive bounds on the advantage of an MIA adversary with the aim of offering insights into the impact of uncertainty and calibration on the effectiveness of MIAs.
no code implementations • 8 Aug 2023 • Meiyi Zhu, Matteo Zecchin, Sangwoo Park, Caili Guo, Chunyan Feng, Osvaldo Simeone
Recent work has introduced federated conformal prediction (CP), which leverages devices-to-server communication to improve the reliability of the server's decision.
no code implementations • 19 Dec 2022 • Meiyi Zhu, Chunyan Feng, Caili Guo, Nan Jiang, Osvaldo Simeone
Type-based multiple access (TBMA) is a semantics-aware multiple access protocol for remote inference.