Mahalakshmi Sabanayagam

1. Unveiling the Hessian's Connection to the Decision Boundary
   2023/06/12 by Mahalakshmi Sabanayagam, Sabanayagam, Mahalakshmi, Freya Behrens +5 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
2. Analysis of Convolutions, Non-linearity and Depth in Graph Neural Networks using Neural Tangent Kernel
   2022/10/18 by Mahalakshmi Sabanayagam, Sabanayagam, Mahalakshmi, Pascal Esser +3 · 2 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Neural Networks and Applications
3. Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
   2024/07/15 by Lukas Gosch, Gosch, Lukas, Mahalakshmi Sabanayagam +5 · 2 voices · 1 citation
   Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CR #cs.LG
4. Improved Representation Learning Through Tensorized Autoencoders
   2022/12/02 by Pascal Esser, Satyaki Mukherjee, Esser, Pascal Mattia +5 · 1 citation
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)