2 citations · 2 across the 4 of their papers we have counts for
4 papers
Toward Noise-Aware Audio Deepfake Detection: Survey, SNR-Benchmarks, and Practical Recipes
Udayon Sen, Alka Luqman, Anupam Chattopadhyay
Deepfake audio detection has progressed rapidly with strong pre-trained encoders (e.g., WavLM, Wav2Vec2, MMS). However, performance in realistic capture conditions - background noi…
Federated Learning Optimization: A Comparative Study of Data and Model Exchange Strategies in Dynamic Networks
Alka Luqman, Yeow Wei Liang Brandon, Anupam Chattopadhyay
The promise and proliferation of large-scale dynamic federated learning gives rise to a prominent open question - is it prudent to share data or model across nodes, if efficiency o…
PeerFL: A Simulator for Peer-to-Peer Federated Learning at Scale
Alka Luqman, Shivanshu Shekhar, Anupam Chattopadhyay
This work integrates peer-to-peer federated learning tools with NS3, a widely used network simulator, to create a novel simulator designed to allow heterogeneous device experiments…
Privacy and Security Implications of Cloud-Based AI Services : A Survey
Alka Luqman, Riya Mahesh, Anupam Chattopadhyay
This paper details the privacy and security landscape in today's cloud ecosystem and identifies that there is a gap in addressing the risks introduced by machine learning models. A…