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Neeraj Kumar

3 accepted papers

2025

Single GPU Task Adaptation of Pathology Foundation Models for Whole Slide Image Analysis

NeurIPS 2025poster

Pathology foundation models (PFMs) have emerged as powerful tools for analyzing whole slide images (WSIs). However, adapting these pretrained PFMs for specific clinical tasks presents considerable challenges, primarily due to the availability of only weak (WSI-level) labels for gigapixel images, nec…

Cited by 0SourceScholar
2023

An Effective Meaningful Way to Evaluate Survival Models

ICML 2023poster

One straightforward metric to evaluate a survival prediction model is based on the Mean Absolute Error (MAE) – the average of the absolute difference between the time predicted by the model and the true event time, over all subjects. Unfortunately, this is challenging because, in practice, the test…

2022

Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug Discovery

ICLR 2022poster

We developed Distilled Graph Attention Policy Network (DGAPN), a reinforcement learning model to generate novel graph-structured chemical representations that optimize user-defined objectives by efficiently navigating a physically constrained domain. The framework is examined on the task of generati…

Cited by 14SourcePDFScholar