The Goal Optimization using Learning and Decision-Making (GOLD) lab is part of the Computer Science Department at Tufts University.
The lab consists of students, robots, AIs, and babies.
We develop algorithms that enable virtual agents and robots to be good teammates to people. These algorithms infer the goals and plans of collaborative agents, negotiate different courses of action that will be acceptable to the people around them, and reason about their teammates' preferences, knowledge, and skills.
Current Members
Sveta Paster (2023-)
Shivprasad Shivratri (2025-)
Sahand Khoshdel (2025-)
Ram Rachum
Alumni
Ben Nageris (Graduated 2026)
Thesis: Goal Recognition in Continuous Spaces: A Knowledge-Centric Framework for Scalable Inference
Alexandra Barancikova (Graduated 2026)
Honors Thesis: Bridging the Gap between Reinforcement Learning and Planning in Multi-Agent Path Finding
Osher Elhadad (Graduated 2026)
Thesis: Adaptive Goal Recognition: From Dynamic Environments to Behavioral Alignment
Matan Shamir (Graduated 2025)
Thesis: Goal Recognition in Dynamic Continuous Environments
Michaela Levi Richter (Graduated 2025)
Thesis: Semantic Understanding of Stored Household Items for Service Robots
Einav Shpiro (Graduated 2024)
Thesis: Recognition and Identification of Intentional Obstructions in Social Navigation
Yair Hanina (Graduated 2024)
Thesis: Quantifying Human Rationality in Ad-hoc Teamwork
Inbal Avraham (Graduated 2023)
Thesis: Shared Control with Black Box Agents using Oracle Queries
Prospective students should have strong programming skills, a high level of curiosity, and a genuine interest in the intersection of AI, robotics, and human-centered systems.
Before reaching out, please review the list of Open Projects to familiarize yourself with the research directions pursued in the lab. In your email, please identify one or two projects that you find particularly exciting, explain why they interest you, and briefly describe how your background, skills, or research interests could contribute to those projects.
Contact me at reuth.mirsky@tufts.edu