Ezgi Korkmaz's Avatar

Ezgi Korkmaz

@ezgikorkmaz

Machine Learning Researcher, PhD in Machine Learning. Been at @UCL @GoogleDeepmind @UCBerkeley ✨Researching Reinforcement Learning ✨Website: https://ezgikorkmaz.github.io/

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21.06.2024
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Latest posts by Ezgi Korkmaz @ezgikorkmaz

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✨Two single author papers accepted to ICLR 2026!✨

Truly excited to present these results at #ICLR2026 !

@iclr-conf.bsky.social #ICLR26 #DeepRL #ICLR #ReinforcementLearning

25.02.2026 16:34 👍 0 🔁 0 💬 0 📌 0
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✨Two of my single author papers just got accepted to #ICLR2026 ! Truly excited! More news to come! @iclr-conf.bsky.social

27.01.2026 12:12 👍 0 🔁 0 💬 0 📌 0
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If you are interested in reinforcement learning or reinforcement learning training of language models, this might spark your interest!

✨See my new paper on scaling, capacity and complexity of reinforcement learning published at #AAAI2026 ! @aaai.org

#AAAI #AAAI26 #ReinforcementLearning #DeepRL

27.01.2026 00:20 👍 1 🔁 0 💬 0 📌 0
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✨Excited to present these results at #AAAI2026 !

📜It is a must read if you are interested in reinforcement learning 📜 @aaai.org

Paper: Principled Analysis of Deep Reinforcement Learning Evaluation and Design Paradigms

#ReinforcementLearning #AAAI #AAAI26 #DeepRL

21.01.2026 16:02 👍 3 🔁 0 💬 0 📌 0
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Excited to present these results at #NeurIPS2025!

✨My new paper on core principles of reinforcement learning was accepted as a Spotlight presentation at @neuripsconf.bsky.social !✨

27.11.2025 11:27 👍 4 🔁 0 💬 0 📌 0

It is quite difficult to navigate through unresponsiveness in the discussion. Do you think the current batch of assignments, i.e. approximately 12 papers per AC, was a good step, or do you think it should be around 40 or 50 to ensure the comparisons are less noisy across ACs?

22.05.2025 14:26 👍 3 🔁 0 💬 1 📌 0
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I opened this poll and I will share the results here as well:
#ICML #ICML2025

06.04.2025 18:01 👍 4 🔁 0 💬 1 📌 1
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If you are interested in large language models see my paper below on how we can uncover the biases learned by these models.

Link: neurips2023-enlsp.github.io/papers/paper...

#ReinforcementLearning #FoundationModels #DeepRL #DeepReinforcementLearning #ResponsibleAI #AIBias #LLMs #LanguageModels

11.02.2025 17:56 👍 2 🔁 0 💬 0 📌 0
Ezgi Korkmaz

Gave a lecture on Hoeffding's Inequality recently at #LMUMunich! Nice to have a chance to talk about foundations. Find my slides below:

Link: ezgikorkmaz.github.io

#Statistics #Probability #LMU #MachineLearning

02.02.2025 12:04 👍 3 🔁 0 💬 0 📌 0
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GitHub - EzgiKorkmaz/adversarial-reinforcement-learning: Reading list for adversarial perspective and robustness in deep reinforcement learning. Reading list for adversarial perspective and robustness in deep reinforcement learning. - EzgiKorkmaz/adversarial-reinforcement-learning

If you are interested in deep reinforcement learning, I will share this repo here:

Link: github.com/EzgiKorkmaz/...

#ReinforcementLearning #SafeAI #Adversarial #Robust #DeepRL #robustRL #LanguageModels #AdversarialRL #AISafety #ExplainableAI #TrustworthyAI #ResponsibleAI #DeepReinforcementLearning

22.01.2025 15:59 👍 5 🔁 0 💬 0 📌 0
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A recent paper I wrote introduces foundational analysis on deep reinforcement learning decision making and representations learnt by it.

Link: proceedings.mlr.press/v235/korkmaz...

#ReinforcementLearning #ICLR2025 #ACL2025 #NAACL2025 #NeurIPS2024 #ICML2025 #DeepRL #DeepReinforcementLearning

14.01.2025 14:15 👍 14 🔁 2 💬 0 📌 0
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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.

Link: arxiv.org/pdf/2401.023...

#ReinforcementLearning #ICLR2025 #ACL2025 #NAACL2025 #NeurIPS2024 #ICML2025 #DeepRL #DeepReinforcementLearning

12.01.2025 16:21 👍 40 🔁 9 💬 1 📌 0
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The recent paper I wrote on deep reinforcement learning and generalization will appear #NeurIPS2024 @neuripsconf.bsky.social !

#ReinforcementLearning #DeepReinforcementLearning

10.12.2024 18:35 👍 1 🔁 0 💬 0 📌 0

If you are curious about deep reinforcement learning find the compact highlights of my recent papers in this new short piece:

#NeurIPS2024 @neuripsconf.bsky.social #NeurIPS24
#reinforcementlearning #AIsafety #AISecurity #ResponsibleAI #TrustworthyAI #RobustAI #DeepRL

bsky.app/profile/ezgi...

07.12.2024 12:18 👍 2 🔁 1 💬 0 📌 0
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The paper on adversarial non-robustness is now online! This paper highlights what you should now about Robust Reinforcement Learning.

Adversarial Robust Deep Reinforcement Learning is Neither Robust Nor Safe
Link: openreview.net/pdf?id=EPa0u...

#NeurIPS2024
neuripsconf.bsky.social
#NeurIPS24

05.12.2024 22:46 👍 3 🔁 2 💬 1 📌 1