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What Type of Inference is Active Inference?

Announce Type: new Abstract: Active inference casts decision-making as inference, with the Expected Free Energy (EFE) unifying goal-directed and information-seeking behavior. Recent work showed that EFE minimization can be written as Variational Free Energy (VFE) minimization on a generative model augmented with epistemic priors. We prove that the VFE of the augmented model can be rewritten as the VFE of the predictive model plus explicit entropy-correction terms, making the EFE contribution...

arXiv CS 6d ago

More Singapore developers embrace greener buildings as energy costs rise

More Singapore developers embrace greener buildings as energy costs rise From low-carbon building materials to district-wide cooling systems, developers are adopting new technologies and design strategies to reduce energy consumption and operating costs. SINGAPORE: More developers in Singapore are going beyond minimum sustainability requirements as rising energy costs strengthen the business case for greener buildings. Architects say private developers are increasingly pursuing higher...

Channel News Asia 15h ago

Light-induced quantum friction of carbon nanotubes in water

Abstract Friction slows down moving objects at both macroscopic and microscopic scales1. At the electronic level, quantum friction describes direct transfer of momentum between a liquid and the electrons of a solid2. Owing to its microscopic nature, this phenomenon remains experimentally challenging to capture3.

Nature 21h ago

UK's struggling pubs pin their hopes on England reaching World Cup final with £275m in beer up for grabs

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Amplification at Equilibrium: Structural and Thermodynamic Limitations, and Implementation

arXiv:2604.04285v2 Announce Type: replace-cross Abstract: Amplifying weak molecular signals is essential in both natural and engineered biochemical systems. While most amplification schemes operate out of equilibrium, relying on kinetic barriers and fuel-driven cascades, it is also possible to amplify at thermodynamic equilibrium by shifting the energy landscape upon addition of an analyte. Equilibrium amplification is appealing because, in principle, it can remain indefinitely in the...

arXiv CS 5d ago

Amplification at Equilibrium: Structural and Thermodynamic Limitations, and Implementation

arXiv:2604.04285v2 Announce Type: replace-cross Abstract: Amplifying weak molecular signals is essential in both natural and engineered biochemical systems. While most amplification schemes operate out of equilibrium, relying on kinetic barriers and fuel-driven cascades, it is also possible to amplify at thermodynamic equilibrium by shifting the energy landscape upon addition of an analyte. Equilibrium amplification is appealing because, in principle, it can remain indefinitely in the...

arXiv Physics 5d ago

The Frame Problem

The Frame Problem To most AI researchers, the frame problem is the challenge of representing the effects of action in logic without having to represent explicitly a large number of intuitively obvious non-effects. But to many philosophers, the AI researchers' frame problem is suggestive of wider epistemological issues. Is it possible, in principle, to limit the scope of the reasoning required to derive the consequences of an action?

Hacker News 8d ago

We're updating our rating on recently spun FedEx Freight after a strong run-up

Every weekday, the CNBC Investing Club with Jim Cramer releases the Homestretch — an actionable afternoon update, just in time for the last hour of trading on Wall Street. Stocks are pulling back again as investors take profits in technology and AI infrastructure stocks that had become stretched after their recent run. The selling caught many investors off guard, with the S & P 500 up about 1% shortly after the open before stocks abruptly reversed lower.

CNBC 1d ago