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Reasoning with Exploration: An Entropy Perspective
AAAI Conference on Artificial IntelligenceBalancing exploration and exploitation is a central goal in reinforcement learning (RL). Despite recent advances in enhancing language model (LM) reasoning, most methods lean toward exploitation, and increasingly encounter performance plateaus.
Daixuan Cheng +6 more
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and empirical measures, the irregular set and entropy
Ergodic Theory and Dynamical Systems, 2023AbstractFor integers a and $b\geq 2$ , let $T_a$ and $T_b$ be multiplication by a and b on $\mathbb {T}=\mathbb {R}/\mathbb {Z}$ . The action on $\mathbb {T}$ by $T_a$ and $T_b$ is called $\times a,\times b$ action and it is known that, if a and b are multiplicatively independent, then the only $\times a,\times b$ invariant and ergodic ...
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Applied Soft Computing, 2019
The well-established association of psychological stress and pathogenesis emphasizes the need for early detection of psychological stress to prevent the progression of diseases and hence saving human lives.
A. Cheema, Mandeep Singh
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The well-established association of psychological stress and pathogenesis emphasizes the need for early detection of psychological stress to prevent the progression of diseases and hence saving human lives.
A. Cheema, Mandeep Singh
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Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 2018
The condition monitoring and multi-fault diagnosis of rolling bearing is a very important research content in the field of the rotating machinery health management.
Mohamed Zair, C. Rahmoune, D. Benazzouz
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The condition monitoring and multi-fault diagnosis of rolling bearing is a very important research content in the field of the rotating machinery health management.
Mohamed Zair, C. Rahmoune, D. Benazzouz
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How changes affect software entropy: an empirical study
Empirical Software Engineering, 2012Context Software systems continuously change for various reasons, such as adding new features, fixing bugs, or refactoring. Changes may either increase the source code complexity and disorganization, or help to reducing it. Aim This paper empirically investigates the relationship of source code complexity and disorganization--measured using source code
Gerardo Canfora +3 more
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Empirical Scale of Side-Chain Conformational Entropy in Protein Folding
Journal of Molecular Biology, 1993A major effect in the energetics of protein folding is the loss of conformational entropy of the side-chains. The definition of entropy as the Boltzmann sampling over all states (S = -R sigma p(i) ln p(i)) requires evaluation of the probability (p(i)) of the system being in rotameric state i. The principle of this paper is to obtain an estimate of p(i)
S D, Pickett, M J, Sternberg
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ACS Nano
High entropy alloys (HEA) have garnered significant attention in electromagnetic wave (EMW) absorption due to their efficient synergism among multiple components and tunable electronic structures.
Shipeng Wang +4 more
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High entropy alloys (HEA) have garnered significant attention in electromagnetic wave (EMW) absorption due to their efficient synergism among multiple components and tunable electronic structures.
Shipeng Wang +4 more
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Functional limit theorems and empirical entropy. II
1987This paper is a continuation of the author's article ibid. 33, 35-45 (1986; Zbl 0627.60043); translation from Teor. Veroyatn. Mat. Stat. 33, 31-42 (1985). It contains the second half of the proofs of the theorems presented in part I.
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A review on the dynamic-mechanical behaviors of high-entropy alloys
Progress in Materials Science, 2023Bin Xiao
exaly