activity
20242026
most citedInference-time optimization for experiment-grounded protein ensemble generation

3 citations · 3 across the 1 of their papers we have counts for

collaborators

6 papers

q-bio.BM20263 cited

Inference-time optimization for experiment-grounded protein ensemble generation

Advaith Maddipatla, Anar Rzayev, Marco Pegoraro +5

Protein function relies on dynamic conformational ensembles, yet current generative models like AlphaFold3 often fail to produce ensembles that match experimental data. Recent expe…

q-bio.BM2026

Representing local protein environments with machine learning force fields

Meital Bojan, Sanketh Vedula, Advaith Maddipatla +5

The local structure of a protein strongly impacts its function and interactions with other molecules. Therefore, a concise, informative representation of a local protein environmen…

cs.LG2025

Seek and You Shall Fold

Nadav Bojan Sellam, Meital Bojan, Paul Schanda +1

Accurate protein structures are essential for understanding biological function, yet incorporating experimental data into protein generative models remains a major challenge. Most…

q-bio.BM2025

Inverse problems with experiment-guided AlphaFold

Advaith Maddipatla, Nadav Bojan Sellam, Meital Bojan +4

Proteins exist as a dynamic ensemble of multiple conformations, and these motions are often crucial for their functions. However, current structure prediction methods predominantly…

cs.LG2025

From Lab to Wrist: Bridging Metabolic Monitoring and Consumer Wearables for Heart Rate and Oxygen Consumption Modeling

Barak Gahtan, Sanketh Vedula, Gil Samuelly Leichtag +2

Understanding physiological responses during running is critical for performance optimization, tailored training prescriptions, and athlete health management. We introduce a compre…

q-bio.QM2024

Generative modeling of protein ensembles guided by crystallographic electron densities

Sai Advaith Maddipatla, Nadav Bojan Sellam, Sanketh Vedula +2

Proteins are dynamic, adopting ensembles of conformations. The nature of this conformational heterogenity is imprinted in the raw electron density measurements obtained from X-ray…