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08/04/2023
Synthesizing Programmatic Policies with Actor-Critic Algorithms and ReLU Networks
Programmatically Interpretable Reinforcement Learning (PIRL) encodes pol...
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07/10/2023
Can You Improve My Code? Optimizing Programs with Local Search
This paper introduces a local search method for improving an existing pr...
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07/10/2023
Choosing Well Your Opponents: How to Guide the Synthesis of Programmatic Strategies
This paper introduces Local Learner (2L), an algorithm for providing a s...
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05/26/2023
Levin Tree Search with Context Models
Levin Tree Search (LTS) is a search algorithm that makes use of a policy...
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08/10/2022
Controlling Perceived Emotion in Symbolic Music Generation with Monte Carlo Tree Search
This paper presents a new approach for controlling emotion in symbolic m...
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03/22/2022
What can we Learn Even From the Weakest? Learning Sketches for Programmatic Strategies
In this paper we show that behavioral cloning can be used to learn effec...
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03/21/2021
Policy-Guided Heuristic Search with Guarantees
The use of a policy and a heuristic function for guiding search can be q...
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08/16/2020
Computer-Generated Music for Tabletop Role-Playing Games
In this paper we present Bardo Composer, a system to generate background...
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06/10/2020
Marginal Utility for Planning in Continuous or Large Discrete Action Spaces
Sample-based planning is a powerful family of algorithms for generating ...
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04/05/2020
Personalization in Human-AI Teams: Improving the Compatibility-Accuracy Tradeoff
AI systems that model and interact with users can update their models ov...
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07/30/2019
Iterative Budgeted Exponential Search
We tackle two long-standing problems related to re-expansions in heurist...
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07/04/2019
Procedural Generation of Initial States of Sokoban
Procedural generation of initial states of state-space search problems h...
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06/07/2019
Zooming Cautiously: Linear-Memory Heuristic Search With Node Expansion Guarantees
We introduce and analyze two parameter-free linear-memory tree search al...
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11/27/2018
Single-Agent Policy Tree Search With Guarantees
We introduce two novel tree search algorithms that use a policy to guide...
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11/22/2017