Aditya Vikram Singh
Programmer, Web Developer, and Graphic Designer
Amherst, Massachusetts, United States
Joined April 2026
Summary
Early-career full‑stack and machine learning engineer with progressive roles at Altius, moving from internships to software developer and into machine-learning and generative-AI engineering. adityavsingh+1
Active open-source contributor and project builder: multiple personal and team projects (web, mobile, CLI, and ML) published on GitHub and showcased on a personal website and portfolio. github+1
Designer and student-organizer: combines software engineering with graphic design and event-organizing experience (HackUMass organizing team, BUILD UMass technical leadership, Behance portfolio). umass+1
Contributing researcher and author in machine learning and reinforcement learning, co-authoring papers on LLM decoding strategies and hierarchical multi-agent RL for cyber defense. arxiv+1
Work
Education
Projects
Writing
Quasi-random Multi-Sample Inference for Large Language Models
November 1, 2024Paper exploring arithmetic sampling for large language model decoding; shows arithmetic sampling produces more diverse samples and reports improvements on reasoning (GSM8K) and translation (COMET scores on WMT19).
Hierarchical Multi-agent Reinforcement Learning for Cyber Network Defense
October 1, 2024Paper proposing a hierarchical PPO architecture for multi-agent reinforcement learning applied to cyber network defense, decomposing tasks into sub-policies for investigation and host recovery and evaluating performance in the CybORG environment.