Akshat Singhal, PhD

@akshatsinghal.bsky.social

815 Followers 933 Following

Postdoctoral Fellow at City of Hope; Interpretable AI for cancer treatment https://scholar.google.com/citations?user=XvLBEtcAAAAJ&hl=en Opinions are my own.

Meme showing the iconic Titanic musicians playing violin, with overlaid text reading 'ACADEMIC CONFERENCES IN THE US IN 2025' to mournfully evoke the tragic end of an era.
Meme showing the iconic Titanic musicians playing violin, with overlaid text reading 'ACADEMIC CONFERENCES IN THE US IN 2025' to mournfully evoke the tragic end of an era.
HARMONY checklist. HARMONY = Hallmark-Adhering Recommendations for Models in predictive ONcologY.
A two-panel figure with self-critique of authors’ own model. Panel A. Overview of the TCRP model approach. B, Scorecard for the TCRP model based on the criteria defined for scoring each hallmark.
The seven hallmarks of predictive oncology. Starting from the top left, in clockwise order, the proposed hallmarks are Data Relevance and Actionability (yellow), Expressive Architecture (blue), Standardized Benchmarking (black), Demonstrated Generalizability (green), Mechanistic Interpretability (orange), Accessibility and Reproducibility (purple), and Fairness (pink), with ethics underlying each of these hallmarks (yellow ring).