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Temporal gates play a significant role in modern recurrent-based neural encoders, enabling fine-grained control over recursive compositional operations over time. In recurrent models such as the long short-term memory (LSTM), temporal gates…

计算与语言 · 计算机科学 2017-11-22 Yi Tay , Luu Anh Tuan , Siu Cheung Hui

Reversible single-target gates are a generalization of Toffoli gates which are a helpful formal representation for the description of synthesis algorithms but are too general for an actual implementation based on some technology. There is…

新兴技术 · 计算机科学 2014-08-19 Mathias Soeken , Nabila Abdessaied , Rolf Drechsler

Topological learning is a wide research area aiming at uncovering the mutual spatial relationships between the elements of a set. Some of the most common and oldest approaches involve the use of unsupervised competitive neural networks.…

机器学习 · 统计学 2021-11-03 Pietro Barbiero , Gabriele Ciravegna , Vincenzo Randazzo , Giansalvo Cirrincione

While Transformers have revolutionized machine learning on various data, existing Transformers for temporal graphs face limitations in (1) restricted receptive fields, (2) overhead of subgraph extraction, and (3) suboptimal generalization…

机器学习 · 计算机科学 2024-12-03 Kay Liu , Jiahao Ding , MohamadAli Torkamani , Philip S. Yu

We introduce a systematic mathematical language for describing fixed point models and apply it to the study to topological phases of matter. The framework is reminiscent of state-sum models and lattice topological quantum field theories,…

量子物理 · 物理学 2022-07-28 A. Bauer , J. Eisert , C. Wille

Mixed-consistency programming models assist programmers in designing applications that provide high availability while still ensuring application-specific safety invariants. However, existing models often make specific system assumptions,…

编程语言 · 计算机科学 2024-05-27 Julian Haas , Ragnar Mogk , Annette Bieniusa , Mira Mezini

Predictive equivalence in discrete stochastic processes have been applied with great success to identify randomness and structure in statistical physics and chaotic dynamical systems and to inferring hidden Markov models. We examine the…

统计力学 · 物理学 2021-09-21 Samuel P. Loomis , James P. Crutchfield

Diverse applications of Kolmogorov complexity to learning [CIKK16], circuit complexity [OPS19], cryptography [LP20], average-case complexity [Hir21], and proof search [Kra22] have been discovered in recent years. Since the running time of…

计算复杂性 · 计算机科学 2022-05-31 Zhenjian Lu , Igor C. Oliveira

Reaction networks are mainly used to model the time-evolution of molecules of interacting chemical species. Stochastic models are typically used when the counts of the molecules are low, whereas deterministic models are used when the counts…

概率论 · 数学 2019-10-04 David Anderson , Daniele Cappelletti , Jinsu Kim , Tung Nguyen

TLA is a popular temporal logic for writing stuttering-invariant specifications of digital systems. However, TLA lacks higher-order features useful for specifying modern software written in higher-order programming languages. We use…

计算机科学中的逻辑 · 计算机科学 2020-09-16 Philip Johnson-Freyd , Jon Aytac , Geoffrey Hulette

The entanglement bootstrap program has generated new quantum numbers associated with degrees of freedom living on gapped domain walls between topological phases in two dimensions. Most fundamental among these are the so-called "parton"…

强关联电子 · 物理学 2025-07-01 Matthew Buican , Roman Geiko , Milo Moses , Bowen Shi

Clock synchronization has become essential to modern societies since many critical infrastructures depend on a precise notion of time. This paper analyzes security aspects of high-precision clock synchronization protocols, particularly…

密码学与安全 · 计算机科学 2018-11-22 Robert Annessi , Joachim Fabini , Felix Iglesias , Tanja Zseby

We present GS (Guarded Successor), a novel decidable temporal logic with several unique distinctive features. Among those, it allows infinitely many data values that come not only with equality but with a somehow rich theory too: the…

计算机科学中的逻辑 · 计算机科学 2024-07-10 Ohad Asor

Value iteration is a powerful yet inefficient algorithm for Markov decision processes (MDPs) because it puts the majority of its effort into backing up the entire state space, which turns out to be unnecessary in many cases. In order to…

人工智能 · 计算机科学 2014-01-17 Peng Dai , Mausam , Daniel Sabby Weld , Judy Goldsmith

Guarded tuple-generating dependencies (GTGDs) are a natural extension of description logics and referential constraints. It has long been known that queries over GTGDs can be answered by a variant of the chase - a quintessential technique…

计算机科学中的逻辑 · 计算机科学 2022-12-19 Michael Benedikt , Maxime Buron , Stefano Germano , Kevin Kappelmann , Boris Motik

In distributed and federated learning algorithms, communication overhead is often reduced by performing multiple local updates between communication rounds. However, due to data heterogeneity across nodes and the local gradient noise within…

机器学习 · 计算机科学 2025-12-02 Yan Huang , Jinming Xu , Jiming Chen , Karl Henrik Johansson

The study of topology in solids is undergoing a renaissance following renewed interest in the properties of ferroic domain walls as well as recent discoveries regarding topological insulators and skyrmionic lattices. Each of these systems…

材料科学 · 物理学 2021-03-09 Sinead M. Griffin , Nicola A. Spaldin

Symmetry protected topological (SPT) phases are gapped short-range-entangled quantum phases with a symmetry G. They can all be smoothly connected to the same trivial product state if we break the symmetry. The Haldane phase of spin-1 chain…

强关联电子 · 物理学 2013-09-03 Xie Chen , Zheng-Cheng Gu , Zheng-Xin Liu , Xiao-Gang Wen

Fusion category symmetries are finite symmetries in 1+1 dimensions described by unitary fusion categories. We classify 1+1d time-reversal invariant bosonic symmetry protected topological (SPT) phases with fusion category symmetry by using…

强关联电子 · 物理学 2021-05-27 Kansei Inamura

We propose a (limited) solution to the problem of constructing stream values defined by recursive equations that do not respect the guardedness condition. The guardedness condition is imposed on definitions of corecursive functions in Coq,…

计算机科学中的逻辑 · 计算机科学 2009-03-24 Yves Bertot , Ekaterina Komendantskaya