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Mining specifications from execution traces presents an automated way of capturing characteristic system behaviors. However, existing approaches are largely restricted to Boolean abstractions of events, limiting their ability to express…

计算机科学中的逻辑 · 计算机科学 2026-03-10 Sam Nicholas Kouteili , William Fishell , Christian Scaff , Mark Santolucito , Ruzica Piskac

We present TLLC which extends the Two-Level Linear dependent type theory (TLL) with session-based concurrency. Equipped with Martin-L\"{o}f style dependency, the session types of TLLC allow protocols to specify properties of communicated…

编程语言 · 计算机科学 2025-10-27 Qiancheng Fu , Hongwei Xi , Ankush Das

Local entropic loss functions provide a versatile framework to define architecture-aware regularization procedures. Besides the possibility of being anisotropic in the synaptic space, the local entropic smoothening of the loss function can…

无序系统与神经网络 · 物理学 2021-07-29 Daniele Musso

In this article, we study the linear time-invariant state-feedback controller design problem for distributed systems. We follow the recently developed system level synthesis (SLS) approach and impose locality structure on the resulting…

系统与控制 · 电气工程与系统科学 2022-01-11 Emily Jensen , Bassam Bamieh

Inequalities are established for certain trilinear scalar-valued functionals. These functionals act on measurable functions of one real variable, are defined by integration over two- or three-dimensional spaces, and are controlled in terms…

经典分析与常微分方程 · 数学 2022-04-01 Michael Christ

Many real-world systems can be modeled as networks of interacting oscillatory units. Collective dynamics that are of functional relevance for the oscillator network, such as switching between metastable states, arise through the interplay…

动力系统 · 数学 2019-08-05 Christian Bick

In many real-world applications of control system and robotics, linear temporal logic (LTL) is a widely-used task specification language which has a compositional grammar that naturally induces temporally extended behaviours across tasks,…

人工智能 · 计算机科学 2022-12-16 Duo Xu , Faramarz Fekri

We consider noisy non-synchronous discrete observations of a continuous semimartingale with random volatility. Functional stable central limit theorems are established under high-frequency asymptotics in three setups: one-dimensional for…

统计理论 · 数学 2015-07-28 Randolf Altmeyer , Markus Bibinger

We show that the local Spike Timing-Dependent Plasticity (STDP) rule has the effect of regulating the trans-synaptic weights of loops of any length within a simulated network of neurons. We show that depending on STDP's polarity, functional…

神经元与认知 · 定量生物学 2010-03-23 James R. Kozloski , Guillermo A. Cecchi

Reinforcement learning has been applied to many interesting problems such as the famous TD-gammon and the inverted helicopter flight. However, little effort has been put into developing methods to learn policies for complex persistent tasks…

人工智能 · 计算机科学 2016-06-22 Xiao Li , Calin Belta

Neuro-symbolic learning (NSL) models complex symbolic rule patterns into latent variable distributions by neural networks, which reduces rule search space and generates unseen rules to improve downstream task performance. Centralized NSL…

人工智能 · 计算机科学 2024-05-28 Pengwei Xing , Songtao Lu , Han Yu

Benefiting from its succinctness and robustness, skeleton-based action recognition has recently attracted much attention. Most existing methods utilize local networks (e.g., recurrent, convolutional, and graph convolutional networks) to…

计算机视觉与模式识别 · 计算机科学 2019-06-13 Guyue Hu , Bo Cui , Shan Yu

This paper proposes an optimization-based task and motion planning framework, named "Logic Network Flow", to integrate signal temporal logic (STL) specifications into efficient mixed-binary linear programmings. In this framework, temporal…

机器人学 · 计算机科学 2025-10-02 Xuan Lin , Jiming Ren , Samuel Coogan , Ye Zhao

In this short paper we discuss how the position - scale half-space of wavelet analysis may be cut into different regions. We discuss conditions under which they are independent in the sense that the T\"oplitz operators associated with their…

funct-an · 数学 2008-02-03 Matthias Holschneider

The field of Few-Shot Learning (FSL), or learning from very few (typically $1$ or $5$) examples per novel class (unseen during training), has received a lot of attention and significant performance advances in the recent literature. While…

计算机视觉与模式识别 · 计算机科学 2020-03-17 Moshe Lichtenstein , Prasanna Sattigeri , Rogerio Feris , Raja Giryes , Leonid Karlinsky

We propose local versions of monotonicity for Boolean and pseudo-Boolean functions: say that a pseudo-Boolean (Boolean) function is p-locally monotone if none of its partial derivatives changes in sign on tuples which differ in less than p…

离散数学 · 计算机科学 2012-05-17 Miguel Couceiro , Jean-Luc Marichal , Tamás Waldhauser

Let $M$ be a $C$-minimal structure and $T$ its canonical tree (which corresponds in an ultrametric space to the set of closed balls with radius different than $\infty$ ordered by inclusion). We present a description of definable locally…

逻辑 · 数学 2014-10-14 Pablo Cubides Kovacsics

A common lens to theoretically study neural net architectures is to analyze the functions they can approximate. However, constructions from approximation theory may be unrealistic and therefore less meaningful. For example, a common…

机器学习 · 计算机科学 2023-03-31 Colin Wei , Yining Chen , Tengyu Ma

We introduce a theoretical framework for understanding and predicting the complexity of sequence classification tasks, using a novel extension of the theory of Boolean function sensitivity. The sensitivity of a function, given a…

计算与语言 · 计算机科学 2021-04-22 Michael Hahn , Dan Jurafsky , Richard Futrell

Detecting and explaining anomalies is a challenging effort. This holds especially true when data exhibits strong dependencies and single measurements need to be assessed and analyzed in their respective context. In this work, we consider…