Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods
- Isha Puri
- Shivchander Sudalairaj
- et al.
- 2025
- NeurIPS 2025
Research Engineer at MIT IBM Watson AI Lab specializing in large language model alignment, privacy-preserving synthetic data generation, and advancing self-supervised learning techniques. My research focuses on ensuring ethical, secure, and efficient AI applications in an ever-evolving landscape. Prior to this, I was a research student at MLCI Lab, advised by Dr. Anca Ralescu at the University of Cincinnati.