الباحثون

Ankur Samanta

المنشورات 2

نسخة أولية وصول مفتوح

GitSwarm: Decentralized Compounding Inference

Vedant Shah, Ankur Samanta, Paras Dahal وآخرون · 2026

Long-horizon problem solving and scientific research require computation to accumulate across successive attempts. Partial solutions, experimental findings, and unsuccessful approaches can inform later work, yet most inference-time computation is organized around individual trajectories or candidates rather than a pers …

نسخة أولية وصول مفتوح

Learning What to Investigate Next: Meta-Reasoning for Long-Horizon Research Agents

Ankur Samanta, Yonathan Efroni, Paul Sajda وآخرون · 2026

Long-horizon research agents must decide both how to investigate and what to investigate next as evidence accumulates. This is hard to learn because such decisions are sparse in long execution traces, and their consequences may emerge several investigations later. We introduce Meta-reasoning for Iterative Research Agen …

المؤلفون المشاركون