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BUILDER'S SANDBOX

Core Pattern

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Estimated $9K - $13K over 6-10 weeks.

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Founder's Pitch

"Leverage memory graphs to enhance sample efficiency in RL environments with sparse rewards, using LLMs for initial subgoal discovery."

Reinforcement LearningScore: 5View PDF ↗

Commercial Viability Breakdown

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High Potential

1/4 signals

2.5

Quick Build

2/4 signals

5

Series A Potential

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2.5

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References (3)

[1]
Integrating Planning and Deep Reinforcement Learning via Automatic Induction of Task Substructures
2024Jung-Chun Liu, Chi-Hsien Chang et al.
[2]
Deep Reinforcement Learning that Matters
2017Peter Henderson, Riashat Islam et al.
[3]
Proximal Policy Optimization Algorithms
2017John Schulman, Filip Wolski et al.