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Medical image analysis models can exhibit performance disparities across patient subgroups, threatening clinical safety and fairness. Existing methods typically address this issue by optimizing accuracy and fairness metrics for visible…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Milad Masroor , Cuong Nguyen , Kevin Wells , Gustavo Carneiro

The automotive domain is transitioning: vehicles act as rolling servers, persistently connected to numerous external entities. This connectivity, combined with rising on-board computing power for advanced driver assistance systems and…

Cryptography and Security · Computer Science 2026-05-06 Julius Figge , David Knuplesch , Andreas Maletti , Dragan Zuvic

A hard challenge in developing practical face recognition (FR) attacks is due to the black-box nature of the target FR model, i.e., inaccessible gradient and parameter information to attackers. While recent research took an important step…

Computer Vision and Pattern Recognition · Computer Science 2023-03-23 Zexin Li , Bangjie Yin , Taiping Yao , Juefeng Guo , Shouhong Ding , Simin Chen , Cong Liu

Data races are a prevalent class of concurrency bugs in shared-memory parallel programs, posing significant challenges to software reliability and reproducibility. While there is an extensive body of research on detecting data races and a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-23 Farnaz Behrang , Zhizhou Zhang , Georgian-Vlad Saioc , Peng Liu , Milind Chabbi

Cyber threat intelligence (CTI) analysts must answer complex questions over large collections of narrative security reports. Retrieval-augmented generation (RAG) systems help language models access external knowledge, but traditional vector…

Artificial Intelligence · Computer Science 2026-04-14 Dzenan Hamzic , Florian Skopik , Max Landauer , Markus Wurzenberger , Andreas Rauber

Automated incident management is critical for microservice reliability. While recent unified frameworks leverage multimodal data for joint optimization, they unrealistically assume perfect data completeness. In practice, network…

Machine Learning · Computer Science 2026-03-30 Wenzhuo Qian , Hailiang Zhao , Ziqi Wang , Zhipeng Gao , Jiayi Chen , Zhiwei Ling , Shuiguang Deng

Biases in automated clinical decision-making using Electronic Healthcare Records (EHR) impose significant disparities in patient care and treatment outcomes. Conventional approaches have primarily focused on bias mitigation strategies…

Artificial Intelligence · Computer Science 2024-12-03 Resmi Ramachandranpillai , Kishore Sampath , Ayaazuddin Mohammad , Malihe Alikhani

LLMs excel in localized code completion but struggle with repository-level tasks due to limited context windows and complex semantic and structural dependencies across codebases. While Retrieval-Augmented Generation (RAG) mitigates context…

Software Engineering · Computer Science 2025-09-09 Xingliang Wang , Baoyi Wang , Chen Zhi , Junxiao Han , Xinkui Zhao , Jianwei Yin , Shuiguang Deng

Fully-partitioned fixed-priority scheduling (FP-FPS) multiprocessor systems are widely found in real-time applications, where spin-based protocols are often deployed to manage the mutually exclusive access of shared resources.…

Operating Systems · Computer Science 2024-08-28 Shuai Zhao , Hanzhi Xu , Nan Chen , Ruoxian Su , Wanli Chang

Access graphs, which have been used previously in connection with competitive analysis to model locality of reference in paging, are considered in connection with relative worst order analysis. In this model, FWF is shown to be strictly…

Data Structures and Algorithms · Computer Science 2012-08-23 Joan Boyar , Sushmita Gupta , Kim S. Larsen

Legal AI systems powered by retrieval-augmented generation (RAG) face a critical accountability challenge: when an AI assistant cites case law, statutes, or contractual clauses, practitioners need verifiable guarantees that generated text…

Machine Learning · Computer Science 2025-12-02 Valentin Noël , Elimane Yassine Seidou , Charly Ken Capo-Chichi , Ghanem Amari

Biomedical knowledge is fragmented across siloed databases -- Reactome for pathways, STRING for protein interactions, ClinicalTrials.gov for study registries, DrugBank for drug vocabularies, DGIdb for drug-gene interactions, SIDER for side…

Databases · Computer Science 2026-03-19 Madhulatha Mandarapu , Sandeep Kunkunuru

This study addresses the challenge of predicting post-stroke rigidity by emphasizing feature interactions through graph-based explainable AI. Post-stroke rigidity, characterized by increased muscle tone and stiffness, significantly affects…

Robust network design, which aims to guarantee network availability under various failure scenarios while optimizing performance/cost objectives, has received significant attention. Existing approaches often rely on model-based…

Networking and Internet Architecture · Computer Science 2024-03-20 Chenyi Liu , Vaneet Aggarwal , Tian Lan , Nan Geng , Yuan Yang , Mingwei Xu , Qing Li

With recent elevated adaptation of cloud services in almost every major public sector, the health sector emerges as a vulnerable segment, particularly in data exchange of sensitive Health records, as determining the retention, exchange, and…

Cryptography and Security · Computer Science 2024-03-12 Raza Imam , Faisal Anwer

Electronic Health Records (EHRs), comprising diverse clinical data such as diagnoses, medications, and laboratory results, hold great promise for translational research. EHR-derived data have advanced disease prevention, improved clinical…

Machine Learning · Statistics 2025-09-09 Yinjie Wang , Doudou Zhou , Yue Liu , Junwei Lu , Tianxi Cai

Financial crises emerge when structural vulnerabilities accumulate across sectors, markets, and investor behavior. Predicting these systemic transitions is challenging because they arise from evolving interactions between market…

Risk Management · Quantitative Finance 2025-12-22 Sandeep Neela

Medication errors pose a significant threat to patient safety, making pharmacist verification (PV) a critical, yet heavily burdened, final safeguard. The direct application of Large Language Models (LLMs) to this zero-tolerance domain is…

Artificial Intelligence · Computer Science 2026-03-12 Yichi Zhu , Kan Ling , Xu Liu , Hengrun Zhang , Huiqun Yu , Guisheng Fan

We consider fact-checking approaches that aim to predict the veracity of assertions in knowledge graphs. Five main categories of fact-checking approaches for knowledge graphs have been proposed in the recent literature, of which each is…

Machine Learning · Computer Science 2024-09-11 Umair Qudus , Michael Roeder , Muhammad Saleem , Axel-Cyrille Ngonga Ngomo

Detecting and responding to cyber attacks is increasingly difficult as high-volume, complex network traffic allows threats to remain concealed. While Intrusion Detection Systems (IDSs) identify anomalous behavior, Attack Graphs (AGs) serve…

Cryptography and Security · Computer Science 2026-03-10 Andrea Agiollo , Enkeleda Bardhi , Alessandro Palma , Riccardo Lazzeretti , Silvia Bonomi , Fernando Kuipers