Phillip Isola (@phillip_isola)

작성자가 자신의 책(visionbook.mit.edu)에 'SGD ResNet' 다이어그램을 올렸다는 안내와 함께, 메타러닝은 이 ResNet 구조를 통한 역전파(backprop)로 구현될 수 있다는 설명과 링크를 공유한 트윗입니다.

https://x.com/phillip_isola/status/2033619258194681934

#sgd #resnet #metalearning #visionbook

📚 Zhou & Schapiro show in their recent study that a gradient of complementary #learning systems can emerge through #metalearning. Their model self-organizes into subsystems that differ in timescale and representational abstraction – offering a mechanistic account of distributed #memory architectures across #cortex.

🌍 https://www.biorxiv.org/content/10.1101/2025.07.10.664201v1

#CompNeuro #Neuroscience

Latest Learnlet: What sorts of activities?

https://blog.learnlets.com/2025/05/what-sorts-of-activities/

#design #metalearning

Further Exploration of Emergence and Intelligence

Collaborative Flow: AI + Human + ...

A human-AI exploration of "flow" had an epiphany (thanks, AI Claude!): trying to EXPLAIN emergent insights risks "crystallizing" them & killing the flow.

The new way?

DEMONSTRATE.

Share the raw interactions. Let understanding emerge. "Leave your bags behind."

Substack: https://tinyurl.com/53t4snsf

Youtube: https://youtu.be/u6qnTQbKcxM

#HumanAI #FlowState #MetaLearning #Emergence

Experience the Flow

Beyond Explanation

How to share insights from human-AI flow without killing the flow itself?

A fascinating exploration pivoted from 'explaining' to 'demonstrating' – sharing the living process openly, letting go of fixed outcomes. "Leave your bags behind."

Substack: https://tinyurl.com/4purmr4u

Youtube: https://youtu.be/YEVd_hFOlb4

#HumanAI #FlowState #MetaLearning #Emergence #WuWei

Latest Learnlet: Why the EIP Conference

https://blog.learnlets.com/2025/04/why-the-eip-conference/

#design #metalearning #strategy

Latest Learnlet: Knowledge or skills?

https://blog.learnlets.com/2025/03/knowledge-or-skills/

#metalearning

Latest Learnlet: Idealism and reality

https://blog.learnlets.com/2025/03/idealism-and-reality/

#metalearning #strategy

Latest Learnlet: Analogy and models

https://blog.learnlets.com/2025/03/analogy-and-models/

#design #metalearning