Author

Aaryan Ajay Sharma

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#machine learning Jun 2024

GENIE: Watermarking Graph Neural Networks for Link Prediction

The rapid adoption, usefulness, and resource-intensive training of Graph Neural Network (GNN) models have made them an invaluable intellectual property in graph-based machine learning. However, their wide-spread adoption also makes them susceptible to stealing, necessitating robust Ownership Demonstration (OD) techniqu...

Venkata Sai Pranav Bachina, Ankit Gangwal, Aaryan Ajay Sharma et al. · Trans. Mach. Learn. Res. · 8 citations · ⚡1

#machine learning Preprint Aug 2026

DARTS: Decoder-Aware Representation Tuning via Surgery for Model Merging

This work proposes Decoder-Aware Representation Tuning via Surgery (DARTS), which employs a novel entropy-weighted L1 loss to upweight correction at high-entropy positions where errors most affect generation quality, and a per-position additive bias that captures position-dependent error without overparameterization.

Aaryan Ajay Sharma, Sai Nishanth Padala, Seganrasan Subramanian · 0 citations