2 papers
cs.LG2025
Decoupled-Value Attention for Prior-Data Fitted Networks: GP Inference for Physical Equations
Kaustubh Sharma, Simardeep Singh, Parikshit Pareek
Prior-data fitted networks (PFNs) are a promising alternative to time-consuming Gaussian process (GP) inference for creating fast surrogates of physical systems. PFN reduces the co…
cs.LG2025
From Teacher to Student: Tracking Memorization Through Model Distillation
Simardeep Singh
Large language models (LLMs) are known to memorize parts of their training data, raising important concerns around privacy and security. While previous research has focused on stud…