Graduate Theses: Recent submissions
Now showing items 526-528 of 36544
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Meta-Learning Exploration Strategies with Decision Transformers
(Massachusetts Institute of Technology, 2025-05)The problem of pure exploration in sequential decision-making is to identify strategies for efficiently gathering information to uncover hidden properties of an environment. This challenge arises in many practical domains, ... -
WhatWhen2Ask: Cost-Aware LLM Querying for Autonomous Robots in Uncertain Environments
(Massachusetts Institute of Technology, 2025-05)Autonomous agents operating in real-world environments must make decisions under uncertainty, facing challenges such as partial observability, sparse rewards, and long-horizon planning. While reinforcement learning (RL) ... -
Detecting Errors in Financial Data: A Multi-Agent LLM and Synthetic Data Approach
(Massachusetts Institute of Technology, 2025-05)With the high volume of activity flowing through financial institutions, detecting potential errors remains a critical challenge. This paper addresses two key areas where errors may occur: business name registrations and ...
