Publications
A Practical and Secure Byzantine Robust Aggregator
De Zhang Lee, Aashish Kolluri, Prateek Saxena, Ee-Chien Chang
ACM Conference on Computer and Communications Security (CCS 2025). Taipei, Taiwan,
Oct 2025.
On Cryptographic Countermeasures for Against Model Inversion Attacks
Louise Xu, Mallika Prabhakar, Prateek Saxena
In Review, 2025.
Attacking Byzantine Robust Aggregation in High Dimensions
Sarthak Choudhary*, Aashish Kolluri*, Prateek Saxena
IEEE Symposium on Security and Privacy (S&P 2024). Oakland, CA,
May 2024.
Scalable Neural Network Training over Distributed Graphs
Aashish Kolluri, Sarthak Choudhary, Bryan Hooi, Prateek Saxena
Arxiv, 2024.
CLUE-Mark: Watermarking Diffusion Models using CLWE
Kareem Shehata, Aashish Kolluri, Prateek Saxena
Arxiv, 2024.
Unforgeability in Stochastic Gradient Descent
Teodora Baluta, Ivica Nikolic, Racchit Jain, Divesh Aggarwal, Prateek Saxena
ACM Conference on Computer and Communications Security (CCS 2023). Copenhagen, DK,
Nov 2023.
LPGNet: Link Private Graph Networks for Node Classification
Aashish Kolluri, Teodora Baluta, Prateek Saxena
ACM Conference on Computer and Communications Security (CCS 2022). Los Angeles, CA,
Nov 2022.
Membership Inference Attacks and Generalization: A Causal Perspective
Teodora Baluta, Shiqi Shen, S. Hitarth, Shruti Tople, Prateek Saxena
ACM Conference on Computer and Communications Security (CCS 2022). Los Angeles, CA,
Nov 2022.
Private Hierarchical Clustering in Federated Networks
Aashish Kolluri, Teodora Baluta, Prateek Saxena
ACM Conference on Computer and Communications Security (CCS 2021). Korea,
Nov 2021.
Scalable Quantitative Verification For Deep Neural Networks
Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena
International Conference on Software Engineering (ICSE 2021). Madrid, Spain,
May 2021.
Quantitative verification of neural networks and its security applications
Teodora Baluta, Shiqi Shen, Shweta Shinde, Kuldeep S. Meel, Prateek Saxena
ACM Conference on Computer and Communications Security (CCS 2019). London, UK,
Nov 2019.
AUROR: Defending Against Poisoning Attacks in Collaborative Deep Learning Systems
Shiqi Shen, Shruti Tople, Prateek Saxena
ACM Conference on Computer Security Applications (ACSAC 2016). Los Angeles, CA,
Dec 2016.