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Daniel Scott

3 accepted papers

2025

LAW: Legal Agentic Workflows for Custody and Fund Services Contracts

COLING 2025industry

Legal contracts in the custody and fund services domain govern critical aspects such as key provider responsibilities, fee schedules, and indemnification rights. However, it is challenging for an off-the-shelf Large Language Model (LLM) to ingest these contracts due to the lengthy unstructured strea…

2024

Mitigating Partial Observability in Sequential Decision Processes via the Lambda Discrepancy

NeurIPS 2024poster

Reinforcement learning algorithms typically rely on the assumption that the environment dynamics and value function can be expressed in terms of a Markovian state representation. However, when state information is only partially observable, how can an agent learn such a state representation, and how…

2023

Neural MMO 2.0: A Massively Multi-task Addition to Massively Multi-agent Learning

NeurIPS 2023poster

Neural MMO 2.0 is a massively multi-agent and multi-task environment for reinforcement learning research. This version features a novel task-system that broadens the range of training settings and poses a new challenge in generalization: evaluation on and against tasks, maps, and opponents never see…