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该论文提出了一种全晶体管物理学习transformer,通过在双电路中引入额外电路元件恢复双向信息流,并利用亚阈值MOSFET的指数电流定律构建注意力机制,仿真表明该电路可被训练执行简单的上下文学习任务。
This article discusses the seven-year journey from virtual entertainment experiences to physical implementations, highlighting technological advancements that bridge digital and real-world applications.
Yattayo is a product that faithfully rebuilds a physical slider to-do board in 3D.
A reflective essay on tech monoculture and the value of 'useless' research, centered around the author's hands-on experience with Folk Computer, an open-source physical computing system that reimagines programming as a collaborative, spatial activity.
An essay arguing that foundational, 'useless' research is essential for future useful innovations, illustrated by the Folk Computer project, a physical computing system that reimagines human-computer interaction.
This paper introduces morphologically tunable mycelium chips as a substrate for physical reservoir computing, leveraging the adaptive growth of fungal networks.
Un-0 is an image generator powered by a simulated system of coupled oscillators, achieving FID 6.74 on ImageNet 64×64, matching early conventional methods. It is open-source and aims to demonstrate energy-efficient AI on physical substrates.
This paper proposes a principle of 'constraint-enhanced physical search' where temporal correlations in exploration are matched to constraint-induced spatial correlations in update dynamics, demonstrated via a tug-of-war bandit model. The authors show that efficient search emerges not from maximal randomness but from matching temporal correlation to the physical update scale that converts feedback into evidence.
Claude Desktop Buddy is a project that integrates Anthropic's Claude AI into physical maker hardware, bringing conversational AI into the physical world.