Mahalakshmi Sabanayagam
Scholar

Mahalakshmi Sabanayagam

Google Scholar ID: Pj76VVIAAAAJ
PhD, Technical University of Munich
Statistical Learning TheoryDeep Learning TheoryGraph 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
Contact
No contact links provided.
Publications
8 items
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
Cited
0
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
Trans. Mach. Learn. Res. · 2024
Cited
3
Resume (English only)
Co-authors
11 total
Debarghya Ghoshdastidar
Debarghya Ghoshdastidar
Technical University of Munich
Pascal M. Esser
Pascal M. Esser
Ludwig Maximilian University of Munich
Co-author 3
Co-author 3
Co-author 4
Co-author 4
Satyaki Mukherjee
Satyaki Mukherjee
National University of Singapore
Freya Behrens
Freya Behrens
EPFL, Lausanne
Co-author 7
Co-author 7
Co-author 8
Co-author 8