Research & Publications

Selected Publications  and  Preprints                                      Google Scholar 📑                                                                                                                         

(1) Ismat Jarin, Tu Le, Athina Markopoulou, "AgentRisks: Understanding Memory-Driven Privacy Risks in Consumer AI Agents" (in preparation).

(2)  Raj Mohanty*, Ismat Jarin*, Athina Markopoulou, "BiometricPrint: Leveraging Transformers for Unique Identification using Biometric Abstracted Data in XR" (in preparation).

(3) Elina van Kempen*, Ismat Jarin*, Chloe Georgiou, "Towards Post-mortem Data Management Principles for Generative AI" (under submission) *=equal contribution.

(4) Ismat Jarin, Olivia F., Yu Duan, Tu Le, Athina Markopoulou "VRProfiLens: User Profiling Risk in Consumer Virtual Reality Apps" Proceeding on 16th Usable Security and Privacy Symposium (USEC), co-located with NDSS, 2026.

(5) Ismat Jarin, Yu Duan, Rahmadi Trimananda, Hao Cui, Salma Elmalaki, Athina Markopoulou "BehaVR: User Identification Based on VR Sensor Data" Proceeding on Privacy Enhancing Technologies Symposium (PETS), 2025, Issue 1.

(6) Ismat Jarin, Tu Le, Athina Markopoulou " MLSherlock: An Audit Lens for Machine Un-Learning Systems" WiML Workshop, Co-located with NeurIPS, 2024. [Paper link]

(7) Mengwei Yang, Ismat Jarin, Baturalp Buyukates, Salman Avestimehr, Athina Markopoulou "Maverick-Aware Shapley Valuation for Client Selection in Federated Learning" ISIT Workshop on Information-Theoretic Methods for Trustworthy Machine Learning, 2024. 

(8) Ismat Jarin, Birhanu Eshete "MIAShield: Defending Membership Inference Attacks via Preemptive Exclusion of Members" Proceeding on Privacy Enhancing Technologies Symposium (PETS) 2023.  [Presentation]

(9) Ismat Jarin, Birhanu Eshete "DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning" ACM CODASPY 2022. 

(10) Ismat Jarin, Birhanu Eshete "PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting" IWSPA ’21:  ACM Workshop on Security and Privacy Analytics, 2021.  

(11) Ismat Jarin, Tahsin Mostafiz, Celia Shahnaz "Retinal Vein detection using Residual Block Incorporated UNet Architecture and Fuzzy Inference System" IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE), 2018 .

(12) Ismat Jarin, Celia Shahnaz "Natural and Medical Image Encryption using Self-Adaptive permutation and DNA Encoding."IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE), 2018.  

(13) Ismat Jarin,  Majumdar, S. P. , "Performance evaluation of MLD and ZFE in a MIMO OFDM system impaired by carrier frequency offset, phase noise, and timing jitter " 2017 IEEE International Conference on Telecommunications and Photonics (ICTP 2017).

(14) Ismat Jarin, Sharmin, R., Majumdar, S. P. "Performance evaluation of SISO OFDM system in the presence of CFO, timing jitter, and phase noise for Rayleigh and Rician fading channels" 2017 IEEE Region 10 Humanitarian Technology Conference (R10-HTC), 498-501.