👨‍💻🤖 Oh joy, another #GitHub #repository boasting about implementing Sutton and Barto's RL methods! Because who doesn't want to navigate through yet another maze of #AI #buzzwords and autopilot #code writing? 🚀🎉
https://github.com/ivanbelenky/RL #AI #Research #Reinforcement #Learning #Tech #Trends #HackerNews #ngated

Plinked out a new song on the #guitar last night.
Kinda Pink Floyd-ish.. needs a little more work and then to the mixer so maybe on my next days off I'll have another #song to post.

(this post to make me do it)

#music
#reinforcement

'Learning Global Nash Equilibrium in Team Competitive Games with Generalized Fictitious Cross-Play', by Zelai Xu, Chao Yu, Yancheng Liang, Yi Wu, Yu Wang.

http://jmlr.org/papers/v26/24-1503.html

#reinforcement #games #play

#Zoomposium with Dr. #Patrick #Krauß: Building instructions for #artificial #consciousness

Transferring the various stages of #Damasio's #theory of consciousness 1:1 into concrete #schematics for #deeplearning. To this end, strategies such as #feedforward connections, #recurrent #connections in the form of #reinforcement learning and #unsupervised #learning are used to simulate the #biological #processes of the #neuronal #networks.

More at: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

or: https://youtu.be/rXamzyoggCo

#Zoomposium mit Dr. #Patrick #Krauß: „Bauanleitung #Künstliches #Bewusstsein“

Die verschiedenen Stufen von #Damasios #Theorie des Bewusstseins 1:1 in konkrete #Schaltpläne für ein #DeepLearning zu überführen. Hierzu werden Strategien wie #feedforward connections, #recurrent #connections in Form von #reinforcement learning und #unsupervised learning angewendet, um die #biologischen #Prozesse der #neuronalen #Netze zu simulieren.

Mehr auf: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

oder: https://youtu.be/rXamzyoggCo

#Zoomposium with Dr. #Patrick #Krauß: Building instructions for #artificial #consciousness

Transferring the various stages of #Damasio's #theory of consciousness 1:1 into concrete #schematics for #deeplearning. To this end, strategies such as #feedforward connections, #recurrent #connections in the form of #reinforcement learning and #unsupervised #learning are used to simulate the #biological #processes of the #neuronal #networks.

More at: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

or: https://youtu.be/rXamzyoggCo

#Zoomposium mit Dr. #Patrick #Krauß: „Bauanleitung #Künstliches #Bewusstsein“

Die verschiedenen Stufen von #Damasios #Theorie des Bewusstseins 1:1 in konkrete #Schaltpläne für ein #DeepLearning zu überführen. Hierzu werden Strategien wie #feedforward connections, #recurrent #connections in Form von #reinforcement learning und #unsupervised learning angewendet, um die #biologischen #Prozesse der #neuronalen #Netze zu simulieren.

Mehr auf: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

oder: https://youtu.be/rXamzyoggCo

#Zoomposium with Dr. #Patrick #Krauß: Building instructions for #artificial #consciousness

Transferring the various stages of Damasio's theory of consciousness 1:1 into concrete #schematics for #deep #learning. To this end, strategies such as #feed-forward connections, #recurrent #connections in the form of #reinforcement learning and #unsupervised learning are used to simulate the #biological #processes of the #neuronal #networks.

More at: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

or: https://youtu.be/rXamzyoggCo

#Zoomposium mit Dr. #Patrick #Krauß: „Bauanleitung #Künstliches #Bewusstsein“

Die verschiedenen Stufen von Damasios Theorie des Bewusstseins 1:1 in konkrete #Schaltpläne für ein #Deep #Learning zu überführen. Hierzu werden Strategien wie #feed-forward connections, #recurrent #connections in Form von #reinforcement learning und #unsupervised learning angewendet, um die #biologischen #Prozesse der #neuronalen #Netze zu simulieren.

Mehr auf: https://philosophies.de/index.php/2023/10/24/bauanleitung-kuenstliches-bewusstsein/

oder: https://youtu.be/rXamzyoggCo

🌘 GitHub - MathFoundationRL/Book-Mathematical-Foundation-of-Reinforcement-Learning
➤ 一本強化學習數學基礎的導引
✤ https://github.com/MathFoundationRL/Book-Mathematical-Foundation-of-Reinforcement-Learning
這是一本名為《強化學習的數學基礎》的新書的首頁，旨在提供對強化學習基本概念、問題和經典算法的數學而易懂的介紹。
+ 這本書看起來非常有幫助，對於想深入瞭解強化學習的人來說是個好資源！
+ 我喜歡這本書的數學解釋方式，讓我能更清楚地掌握複雜的概念。
#Reinforcement Learning

'Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents', by Marco Pleines, Matthias Pallasch, Frank Zimmer, Mike Preuss.

http://jmlr.org/papers/v26/24-0043.html

#memory #reinforcement #recurrent

'A New, Physics-Informed Continuous-Time Reinforcement Learning Algorithm with Performance Guarantees', by Brent A. Wallace, Jennie Si.

http://jmlr.org/papers/v25/24-0017.html

#control #reinforcement #exploration

Boston dynamics en rai institute: versnelling van humanoïde robotontwikkeling https://www.trendingtech.news/trending-news/2025/02/53298/boston-dynamics-en-rai-institute-versnelling-van-humano-de-robotontwikkeling #Boston Dynamics #RAI Institute #humanoïde robots #reinforcement learning #robotica #Trending #News #Nieuws

'Learning Dynamic Mechanisms in Unknown Environments: A Reinforcement Learning Approach', by Shuang Qiu, Boxiang Lyu, Qinglin Meng, Zhaoran Wang, Zhuoran Yang, Michael I. Jordan.

http://jmlr.org/papers/v25/23-0159.html

#reinforcement #reward #dynamic

Deepseek's opkomst verandert silicon valley's ai landschap https://www.trendingtech.news/trending-news/2025/01/52004/deepseek-s-opkomst-verandert-silicon-valley-s-ai-landschap #DeepSeek #AI-modellen #Silicon Valley #reinforcement learning #open source AI #Trending #News #Nieuws

Amerikaanse ai-instituut ai2 introduceert baanbrekend open-source ai-model https://www.trendingtech.news/trending-news/2025/01/51938/amerikaanse-ai-instituut-ai2-introduceert-baanbrekend-open-source-ai-model #AI #open-source #Tulu3-405B #reinforcement learning #DeepSeek #Trending #News #Nieuws

North Korea to send reinforcements to Kursk region soon - New York Times

https://newsukraine.rbc.ua/news/north-korea-to-send-reinforcements-to-kursk-1737553757.html

#newsukraine.rbc.ua
#WarOfAggression #NorthKorea
#Ukraine #Armee #update
#Krieg #Frontline #war
#Russia #Ukraine #Kursk
#WarCriminal #reinforcement
#occupiers #defenders
#перемогаYкраїни

'Learning Regularized Graphon Mean-Field Games with Unknown Graphons', by Fengzhuo Zhang, Vincent Y. F. Tan, Zhaoran Wang, Zhuoran Yang.

http://jmlr.org/papers/v25/23-1409.html

#graphon #graphons #reinforcement

#ITByte: Deep Q-learning is a #Reinforcement #Learning technique that combines Q-Learning and deep neural networks. It aims to help agents learn optimal actions in complex environments.

Here is a brief overview of Q-Learning and Deep Q-Learning.

https://knowledgezone.co.in/posts/Deep-Q-Learning-658274c3ba2d4885a8a72691

'Sample Complexity of Variance-Reduced Distributionally Robust Q-Learning', by Shengbo Wang, Nian Si, Jose Blanchet, Zhengyuan Zhou.

http://jmlr.org/papers/v25/23-0526.html

#robust #efficiently #reinforcement