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Ezgi Korkmaz

ezgikorkmaz

AI & ML interests

Machine Learning, Reinforcement Learning. Been at @UCL @GoogleDeepmind @UCBerkeley

Recent Activity

posted an update 6 days ago

If you are interested in reinforcement learning, a recent paper I wrote introduces foundational analysis on deep reinforcement learning decision making and representations learnt by it. Link: https://bsky.app/profile/ezgikorkmaz.bsky.social/post/3lfpgsrn6sc2m

posted an update 18 days ago

If you are interested in deep reinforcement learning find the the recent survey I wrote below: https://github.com/EzgiKorkmaz/generalization-reinforcement-learning

posted an update 23 days ago

If you are interested in adversarial deep reinforcement learning find the compact reading list below: https://github.com/EzgiKorkmaz/adversarial-reinforcement-learning

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ezgikorkmaz's activity

posted an update 6 days ago

Post

1634

If you are interested in reinforcement learning, a recent paper I wrote introduces foundational analysis on deep reinforcement learning decision making and representations learnt by it.

Link: https://bsky.app/profile/ezgikorkmaz.bsky.social/post/3lfpgsrn6sc2m

1 reply

posted an update 18 days ago

Post

1316

If you are interested in deep reinforcement learning find the the recent survey I wrote below:

https://github.com/EzgiKorkmaz/generalization-reinforcement-learning

posted an update 23 days ago

Post

1901

If you are interested in adversarial deep reinforcement learning find the compact reading list below:

https://github.com/EzgiKorkmaz/adversarial-reinforcement-learning

posted an update 30 days ago

Post

1387

If you are interested in reinforcement learning now you can register for the AAAI 2025 Tutorial I am organizing!

Link: https://sites.google.com/view/aisafety-aaai2025

1 reply

posted an update 3 months ago

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2575

I will be giving a tutorial at AAAI 2025! Quite excited to share the recent advancements in the field and my contributions to it!

Stay tuned for more updates.
Link: https://x.com/EzgiKorkmazAI/status/1854525141897671111

posted an update 3 months ago

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2090

I wrote a recent survey about deep reinforcement learning. The paper is a compact guide to understand some of the key concepts in reinforcement learning. Find the paper below:

Paper: https://arxiv.org/pdf/2401.02349v2
Twitter: https://x.com/EzgiKorkmazAI/status/1851934161138798615

reacted to their post with 🚀 4 months ago

Post

1961

If you are interested in adversarial machine learning and AI safety, find my curated reading list below:

GitHub: https://github.com/EzgiKorkmaz/adversarial-reinforcement-learning

posted an update 4 months ago

Post

1961

If you are interested in adversarial machine learning and AI safety, find my curated reading list below:

GitHub: https://github.com/EzgiKorkmaz/adversarial-reinforcement-learning

posted an update 6 months ago

Post

1270

If you are interested in deep reinforcement learning, find my recent survey below:

A Survey Analyzing Generalization in Deep Reinforcement Learning
Paper: https://arxiv.org/pdf/2401.02349
GitHub: https://github.com/EzgiKorkmaz/generalization-reinforcement-learning

posted an update 7 months ago

Post

1309

The paper is now available at ICML 2024. This paper introduces a foundational approach to analyze deep reinforcement learning decision making. Truly excited to share these results!

Paper: https://openreview.net/pdf?id=s9RKqT7jVM
HF: Understanding and Diagnosing Deep Reinforcement Learning (2406.16979)
Twitter: https://x.com/EzgiKorkmazAI/status/1798990328390996002