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In the Contextuality-by-Default theory random variables representing measurement outcomes are labeled contextually, i.e., not only by what they measure but also under what conditions (in what contexts) the measurements are made, including…

量子物理 · 物理学 2018-12-11 Ehtibar N. Dzhafarov

Contextuality in quantum physics provides a key resource for quantum information and computation. The topological approach in [Abramsky and Brandenburger, New J. Phys., 2011, Abramsky et al., CSL 2015, 2015] characterizes contextuality as…

计算机科学中的逻辑 · 计算机科学 2017-03-07 Kohei Kishida

Contextuality is a key characteristic that separates quantum from classical phenomena and an important tool in understanding the potential advantage of quantum computation. However, when assessing the quantum resources available for quantum…

量子物理 · 物理学 2026-03-04 Maiyuren Srikumar , Stephen D. Bartlett , Angela Karanjai

Scenario-based testing of automated driving functions has become a promising method to reduce time and cost compared to real-world testing. In scenario-based testing automated functions are evaluated in a set of pre-defined scenarios. These…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Christoph Glasmacher , Michael Schuldes , Sleiman El Masri , Lutz Eckstein

The study of environmentally induced superselection and of the process of decoherence was originally motivated by the search for the emergence of classical behavior out of the quantum substrate, in the macroscopic limit. This limit, and…

量子物理 · 物理学 2009-10-30 J. R. Anglin , J. P. Paz , W. H. Zurek

We propose a method to classify the causal relationship between two discrete variables given only the joint distribution of the variables, acknowledging that the method is subject to an inherent baseline error. We assume that the causal…

机器学习 · 统计学 2016-11-07 Krzysztof Chalupka , Frederick Eberhardt , Pietro Perona

The widespread adoption of artificial intelligence (AI) in next-generation communication systems is challenged by the heterogeneity of traffic and network conditions, which call for the use of highly contextual, site-specific, data. A…

信号处理 · 电气工程与系统科学 2025-06-27 Clement Ruah , Houssem Sifaou , Osvaldo Simeone , Bashir Al-Hashimi

We consider a novel variant of the contextual bandit problem (i.e., the multi-armed bandit with side-information, or context, available to a decision-maker) where the reward associated with each context-based decision may not always be…

机器学习 · 计算机科学 2020-07-21 Djallel Bouneffouf , Sohini Upadhyay , Yasaman Khazaeni

Contextuality is arguably the fundamental property that makes quantum mechanics different from classical physics. It is responsible for quantum computational speedups in both magic-state-injection-based and measurement-based models of…

量子物理 · 物理学 2025-12-19 Oliver Hart , David T. Stephen , Evan Wickenden , Rahul Nandkishore

A violation of Bell-CHSH inequalities does not justify speculations about quantum non-locality, conspiracy and retro-causation. Such speculations are rooted in a belief that setting dependence of hidden variables in a probabilistic model,…

量子物理 · 物理学 2023-02-06 Marian Kupczynski

Recently many simple principles have been proposed that can explain quantum limitations on possible sets of experimental probabilities in nonlocality and contextuality experiments. However, few implications between these principles are…

量子物理 · 物理学 2015-06-10 Joe Henson

Contextuality is a key signature of quantum non-classicality, which has been shown to play a central role in enabling quantum advantage for a wide range of information-processing and computational tasks. We study the logic of contextuality…

量子物理 · 物理学 2021-03-09 Samson Abramsky , Rui Soares Barbosa

Quantum contextuality is the key concept which explains the fact that the result of a measurement is not independent of the context in which it is found. It is observed to be an intrinsic feature, i.e., neither entanglement nor spatial…

量子物理 · 物理学 2023-02-23 Firat Diker , Zafer Gedik

Causal effect identification considers whether an interventional probability distribution can be uniquely determined from a passively observed distribution in a given causal structure. If the generating system induces context-specific…

人工智能 · 计算机科学 2024-07-03 Santtu Tikka , Antti Hyttinen , Juha Karvanen

Contextual bandit algorithms have transformed modern experimentation by enabling real-time adaptation for personalized treatment and efficient use of data. Yet these advantages create challenges for statistical inference due to adaptivity.…

统计理论 · 数学 2025-09-23 Yongyi Guo , Ziping Xu

Constraint-based causal discovery algorithms utilize many statistical tests for conditional independence to uncover networks of causal dependencies. These approaches to causal discovery rely on an assumed correspondence between the…

机器学习 · 计算机科学 2025-04-18 Bijan Mazaheri , Jiaqi Zhang , Caroline Uhler

Causal discovery methods seek to identify causal relations between random variables from purely observational data, as opposed to actively collected experimental data where an experimenter intervenes on a subset of correlates. One of the…

机器学习 · 计算机科学 2021-02-08 Samir Wadhwa , Roy Dong

Contextuality is a phenomenon at the heart of the quantum mechanical departure from classical behaviour, and has been recently identified as a resource in quantum computation. Experimental demonstration of contextuality is thus an important…

The inaccessibility of controlled randomized trials due to inherent constraints in many fields of science has been a fundamental issue in causal inference. In this paper, we focus on distinguishing the cause from effect in the bivariate…

机器学习 · 统计学 2021-02-23 Jean-Francois Ton , Dino Sejdinovic , Kenji Fukumizu

In highly interactive driving scenes, trajectory prediction is conditioned on information from surrounding traffic participants such as cars and pedestrians. Our main contribution is a comprehensive analysis of state-of-the-art trajectory…

机器学习 · 计算机科学 2026-04-07 Daniel Jost , Luca Paparusso , Martin Stoll , Jörg Wagner , Raghu Rajan , Joschka Bödecker
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