Exploration Strategies in Deep Reinforcement Learning

Linking pages

Disengage your autopilot - by Jinay Jain https://jjain.substack.com/p/disengage-your-autopilot 4 comments
Preference learning with automated feedback for cache eviction – Google AI Blog https://ai.googleblog.com/2023/06/preference-learning-with-automated.html 0 comments

Linked pages

Agent57: Outperforming the human Atari benchmark https://deepmind.com/blog/article/Agent57-Outperforming-the-human-Atari-benchmark 50 comments
Locality-sensitive hashing - Wikipedia https://en.wikipedia.org/wiki/Locality-sensitive_hashing 40 comments
[1705.05363] Curiosity-driven Exploration by Self-supervised Prediction https://arxiv.org/abs/1705.05363 14 comments
Dijkstra's algorithm - Wikipedia https://en.wikipedia.org/wiki/Dijkstra%27s_algorithm 9 comments
A (Long) Peek into Reinforcement Learning | Lil'Log https://lilianweng.github.io/posts/2018-02-19-rl-overview/ 8 comments
[1810.02274] Episodic Curiosity through Reachability https://arxiv.org/abs/1810.02274 4 comments
Reinforcement Learning with Prediction-Based Rewards https://openai.com/blog/reinforcement-learning-with-prediction-based-rewards/ 3 comments
[1906.04161] Self-Supervised Exploration via Disagreement https://arxiv.org/abs/1906.04161 3 comments
[1810.12894] Exploration by Random Network Distillation https://arxiv.org/abs/1810.12894 3 comments
[1706.10295] Noisy Networks for Exploration https://arxiv.org/abs/1706.10295 0 comments
[2003.13350] Agent57: Outperforming the Atari Human Benchmark https://arxiv.org/abs/2003.13350 0 comments
[2004.12919] First return, then explore https://arxiv.org/abs/2004.12919 0 comments
[1602.04621] Deep Exploration via Bootstrapped DQN http://arxiv.org/abs/1602.04621 0 comments
[1703.01310] Count-Based Exploration with Neural Density Models https://arxiv.org/abs/1703.01310 0 comments
[1606.01868] Unifying Count-Based Exploration and Intrinsic Motivation https://arxiv.org/abs/1606.01868 0 comments
[1611.07507] Variational Intrinsic Control https://arxiv.org/abs/1611.07507 0 comments
Bootstrapping (statistics) - Wikipedia https://en.wikipedia.org/wiki/Bootstrapping_(statistics) 0 comments
Meta-Learning: Learning to Learn Fast | Lil'Log https://lilianweng.github.io/posts/2018-11-30-meta-learning/ 0 comments