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In collaborative filtering (CF), interaction function (IFC) plays the important role of capturing interactions among items and users. The most popular IFC is the inner product, which has been successfully used in low-rank matrix…

机器学习 · 计算机科学 2020-04-07 Quanming Yao , Xiangning Chen , James Kwok , Yong Li , Cho-Jui Hsieh

We study the Guarded Fragment with Regular Guards (RGF), which combines the expressive power of the Guarded Fragment (GF) with Propositional Dynamic Logic with Intersection and Converse (ICPDL). Our logic generalizes, in a uniform way, many…

计算机科学中的逻辑 · 计算机科学 2025-09-12 Bartosz Bednarczyk , Emanuel Kieroński

Expressive efficiency refers to the relation between two architectures A and B, whereby any function realized by B could be replicated by A, but there exists functions realized by A, which cannot be replicated by B unless its size grows…

机器学习 · 计算机科学 2018-02-27 Or Sharir , Amnon Shashua

This paper provides an overview of a problem in information-theoretic privacy mechanism design, addressing two scenarios in which private data is either observable or hidden. In each scenario, different privacy measures are used, including…

信息论 · 计算机科学 2024-10-08 Amirreza Zamani , Mikael Skoglund

We introduce a formal notion of defendability against backdoors using a game between an attacker and a defender. In this game, the attacker modifies a function to behave differently on a particular input known as the "trigger", while…

机器学习 · 计算机科学 2025-02-12 Paul Christiano , Jacob Hilton , Victor Lecomte , Mark Xu

Although reconfigurable intelligent surface (RIS) can improve the secrecy communication performance of wireless users, it still faces challenges such as limited coverage and double-fading effect. To address these issues, in this paper, we…

信息论 · 计算机科学 2024-12-10 Yingjie Pei , Wanli Ni , Jin Xu , Xinwei Yue , Xiaofeng Tao , Dusit Niyato

Formal languages are in the core of models of computation and their behavior. A rich family of models for many classes of languages have been widely studied. Hyperproperties lift conventional trace-based languages from a set of execution…

形式语言与自动机理论 · 计算机科学 2022-01-06 Borzoo Bonakdarpour , Sarai Sheinvald

Firewall policies are an important line of defence in cybersecurity, specifying which packets are allowed to pass through a network and which are not. These firewall policies are made up of a list of interacting rules. In practice, firewall…

密码学与安全 · 计算机科学 2022-05-10 Adam Hamilton , Matthew Roughan , Giang T. Nguyen

Concerns for the privacy of individuals captured in public imagery have led to privacy-preserving action recognition. Existing approaches often suffer from issues arising through obfuscation being applied globally and a lack of…

计算机视觉与模式识别 · 计算机科学 2024-03-20 Filip Ilic , He Zhao , Thomas Pock , Richard P. Wildes

We address the problem of preserving non-interference across compiler transformations under speculative semantics. We develop a proof method that ensures the preservation uniformly across all source programs. The basis of our proof method…

编程语言 · 计算机科学 2024-11-22 Sören van der Wall , Roland Meyer

Recent years have witnessed unprecedented success achieved by deep learning models in the field of computer vision. However, their vulnerability towards carefully crafted adversarial examples has also attracted the increasing attention of…

计算机视觉与模式识别 · 计算机科学 2021-05-17 Jinyin Chen , Ruoxi Chen , Haibin Zheng , Zhaoyan Ming , Wenrong Jiang , Chen Cui

Symbolic regression (SR) aims to discover closed-form mathematical expressions that accurately describe data, offering interpretability and analytical insight beyond standard black-box models. Existing SR methods often rely on…

机器学习 · 计算机科学 2025-06-17 Mansooreh Montazerin , Majd Al Aawar , Antonio Ortega , Ajitesh Srivastava

Optimization-based safety filters, such as control barrier function (CBF) based quadratic programs (QPs), have demonstrated success in controlling autonomous systems to achieve complex goals. These CBF-QPs can be shown to be continuous, but…

系统与控制 · 电气工程与系统科学 2023-09-25 Max H. Cohen , Pio Ong , Gilbert Bahati , Aaron D. Ames

The advent of large-scale, complex computing systems has dramatically increased the difficulties of securing accesses to systems' resources. To ensure confidentiality and integrity, the exploitation of access control mechanisms has thus…

软件工程 · 计算机科学 2015-08-18 Andrea Margheri , Rosario Pugliese , Francesco Tiezzi

LLM-powered applications routinely embed secrets in system prompts, yet models can be tricked into revealing them. We built an adaptive attacker that evolves its strategies over hundreds of rounds and tested it against nine defense…

密码学与安全 · 计算机科学 2026-05-14 Priyal Deep , Shane Emmons , Amy Fox , Kyle Bacon , Kelley McAllister , Peter Ortiz , Krisztian Flautner

We investigate, in the Shannon model, the security of constructions corresponding to double and (two-key) triple DES. That is, we consider F_{k1}(F_{k2}(.)) and F_{k1}(F_{k2}^{-1}(F_{k1}(.))) with the component functions being ideal…

密码学与安全 · 计算机科学 2007-05-23 William Aiello , Mihir Bellare , Giovanni Di Crescenzo , Ramarathnam Venkatesan

Split Learning (SL) offers a framework for collaborative model training that respects data privacy by allowing participants to share the same dataset while maintaining distinct feature sets. However, SL is susceptible to backdoor attacks,…

密码学与安全 · 计算机科学 2026-01-27 Zhihao Dou , Dongfei Cui , Weida Wang , Anjun Gao , Yueyang Quan , Mengyao Ma , Viet Vo , Guangdong Bai , Zhuqing Liu , Minghong Fang

Since the discovery of Spectre, a large number of hardware mechanisms for secure speculation has been proposed. Intuitively, more defensive mechanisms are less efficient but can securely execute a larger class of programs, while more…

密码学与安全 · 计算机科学 2020-10-02 Marco Guarnieri , Boris Köpf , Jan Reineke , Pepe Vila

Logic locking as a solution for semiconductor intellectual property (IP) confidentiality has received considerable attention in academia, but has yet to produce a viable solution to protect against known threats. In part due to a lack of…

密码学与安全 · 计算机科学 2026-02-26 Jonathan Cruz , Jason Hamlet

Selective rationalization has become a common mechanism to ensure that predictive models reveal how they use any available features. The selection may be soft or hard, and identifies a subset of input features relevant for prediction. The…

计算与语言 · 计算机科学 2019-12-17 Mo Yu , Shiyu Chang , Yang Zhang , Tommi S. Jaakkola