Scholar
Mahalakshmi Sabanayagam
Google Scholar ID: Pj76VVIAAAAJ
PhD, Technical University of Munich
Statistical Learning Theory
Deep Learning Theory
Graph based learning
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Citations & Impact
All-time
Citations
109
H-index
6
i10-index
5
Publications
16
Co-authors
11
list available
Publications
9 items
Optimizer Geometry Sets the Pace: Spectral Learning Dynamics in Matrix Factorization
2026
Cited
0
The Quantization Benefits of Residual-Free Transformers
2026
Cited
0
Different Statistical Perspectives for Understanding Generalisation in Graph Neural Networks
2026
Cited
0
Exact Certification of Neural Networks and Partition Aggregation Ensembles against Label Poisoning
2026
Cited
0
Robustness Certificates for Neural Networks against Adversarial Attacks
2025
Cited
0
Why does your graph neural network fail on some graphs? Insights from exact generalisation error
2025
Cited
0
Generalization Certificates for Adversarially Robust Bayesian Linear Regression
2025
Cited
0
Exact Certification of (Graph) Neural Networks Against Label Poisoning
arXiv.org · 2024
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0
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Co-authors
8 total
Debarghya Ghoshdastidar
Technical University of Munich
Pascal M. Esser
Ludwig Maximilian University of Munich
Satyaki Mukherjee
National University of Singapore
Freya Behrens
EPFL, Lausanne
Anna Dawid
Leiden University
Leena Chennuru Vankadara
Gatsby Unit, UCL
Krikamol Muandet
CISPA - Helmholtz Center for Information Security
ANURAG SINGH
CISPA Helmholtz Center for Information Security
