GitHub

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment

Overview of our proposed HEAL framework. Left: We incorporate a small set of high-value general-domain data into few-shot RLVR to promote diverse exploration and mitigate entropy collapse in the ...
Cardiff University

School of Computer Science and Informatics

We are a research-led school with a reputation for excellent teaching and courses with real-world impact. We are based across four sites, comprising more than 2000 students and 190 specialist staff ...
PNAS

General theory for localizing the where and when of entropy production meets single-molecule experiments

The operation and manipulation of complex systems on the nanoscale usually takes place out of equilibrium. In experiments like force spectroscopy, one observes the system under time-dependent external ...
C&EN

Tutorial on Describing, Classifying, and Visualizing Common Crystal Structures in Nanoscale Materials Systems

You are free to share (copy and redistribute) this article in any medium or format within the parameters below: Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must ...
C&EN

Heteronanostructured Field-Effect Transistors for Enhancing Entropy and Parameter Space in Electrical Unclonable Primitives

Advanced Instrumentation Institute, Korea Research Institute of Standard & Science, Daejeon 34113, Republic of Korea Precision Measurement, University of Science and Technology, Daejeon 34113, ...