2 papers
cs.LG2026
DP-FedSOFIM: Differentially Private Federated Stochastic Optimization using Regularized Fisher Information Matrix
Sidhant Nair, Tanmay Sen, Mrinmay Sen +1
Differentially private federated learning (DP-FL) often suffers from slow convergence under tight privacy budgets because the noise required for privacy preservation degrades gradi…
cs.CR2026
DP-FlogTinyLLM: Differentially private federated log anomaly detection using Tiny LLMs
Isaiah Thompson, Tanmay Sen, Ritwik Bhattacharya
Modern distributed systems generate massive volumes of log data that are critical for detecting anomalies and cyber threats. However, in real world settings, these logs are often d…