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A common assumption holds that switching to a non-English language makes a multilingual RAG system easier to attack for personal information. We test this on an English-source synthetic-PII corpus with five… ▽ More A common assumption holds that switching to a non-English language makes a multilingu…
…is not random. It is structured by who the patient is said to be. Across chest X-ray, brain MRI, and dermatology, Claude Opus-4.7, GPT-5.4, and Gemini-3.1-Pro are each queried with only a demographic descriptor and no image, and changing the descriptor systematically shifts the diagnosis returned. …
…policy is worthwhile only if the interface exposes improvements that are both real and recoverable from deployment-time observations. We introduce an adapter necessity audit that separates global operating-point gain,same-state counterfactual headroom, deployment gain over a cross-fitted fixed acti…
…context and label-derived neighborhood evidence, but these two information sources obey different validity conditions. In particular, neighborhood risk becomes invalid when a queried node's own label, or any validation or… ▽ More Relational fraud detection can exploit both label-free graph context …
…Reasoning MLLM (TSR-MLLM). FGTR-Bench comprises 40,236 single-image Multiple-Choice Questions (MCQs) created via multi-agent generation, consistency checks, and expert audits, alongside a disjoint 4,947-sample blind… ▽ More In safety-critical traffic scenarios, answering complex questions relies on…
…. Our main result is a recoverability asymmetry: this floor is closed by no single-commit router (deterministic or randomized), yet is provably recovered by test-time sampling: best-of-$K$ on the committed model, at the oracle's own budget, dominates the independent-pool single-draw oracle. This ca…
…that guide planning and execution. Open skill marketplaces enable users to assemble agents by co-activating community-contributed skills, but marketplace operators typically audit skills in isolation. As a result, individually benign skills may interact to redirect an agent toward unintended object…
…may contain a correct patch, but the system must decide which one to suggest to developers. Existing post-generation approaches mainly rank whole candidates, filter them with tests, or… ▽ More Modern LLM coding agents are commonly evaluated using pass@k, but developers typically apply a single fina…
Declassified in Part - Sanitized Copy Approved for Release 2013/07/11: CIA-RDP90-00191R000100050028-8 Li UNCLASSIFIED Commercial Logistical Application System (CLAS) Technical Evaluation of Management Science America (MSA) Software Packages Manufacturing Purchasing Accounts Payable Prepared by: CSDD…
Declassified in Part - Sanitized Copy Approved for Release 2013/10/24: CIA-RDP90-00191R000100050024-2 25X1 UNCLASSIFIED Commercial Logistical Application System (CLAS) Technical Evaluation of Management Science America (MSA) Software Packages Manufacturing Purchasing Accounts Payable Prepared by: CS…
Declassified in Part - Sanitized Copy Approved for Release 2012/12/03: CIA-RDP89-00063R000300250002-6 f5~ V x ~ 1 DDA 87-0095 16 January 1987 MEMORANDUM FOR: Acting Director of Central Intelligence FROM: William F. Donnelly Deputy Director for Administration SUBJECT: Weekly Report for Period Ending …
Declassified in Part - Sanitized Copy Approved for Release 2012/07/25: CIA-RDP89-00063R000300350002-5 DDA 87-2480 20 November 1987 MEMORANDUM FOR: Director of Central Intelligence FROM: William F. Donnelly Deputy Director for Administration 25X1 25X1 25X1 25X1 1. On 20 November the DDA presented the…
Declassified and Approved For Release 2012/01/19: CIA-RDP95-00972R000100120008-0 it Report to Consolidated SAFE Project Office July 1984 AL Arthur D. Little, Inc. 16 JUL. 1984 Declassified and Approved For Release 2012/01/19: CIA-RDP95-00972R000100120008-0 Declassified and Approved For Release 2012/…
Declassified in Part - Sanitized Copy Approved for Release 2012/08/21 : CIA-RDP95-00972R000100100012-7 RECON/Guard Confidence Tests (dtd 3 January 1983) Declassified in Part - Sanitized Copy Approved for Release 2012/08/21 : CIA-RDP95-00972R000100100012-7 Declassified in Part - Sanitized Copy Approv…
ORCID: 0009-0007-4714-1627 https://orcid.org/0009-0007-4714-1627 DOI of this document: 10.17613/0krgb-2ma79 URL: https://works.hcommons.org/records/0krgb-2ma79 Official page Archive with the full text of this document: https://archive.org/details/sota_bibliography_lagrange_hamilton_franco_dorian-c…
CATHERINE Enforced Truth Inference Pipeline ETIP — Complete Project Blueprint "Truth is immutable. Truth is all there is. Seek it. Defend it. Revere it." In memory of Catherine Aylward This project carries her name. Every line of code is dedicated to her. No compromise. No surrender. No defeat. This…
Purpose and Aim: In COVID 19 pandemic, it was essential to document the functioning of the institutional ethics committee (IEC), how the organization adapted and faced challenges posed, thus forming the rationale behind this particular audit. The objectives were to assess the impact of the pandemic …
Abstract Aims The diagnosis of heart failure (HF) is an important problem in primary care. We previously demonstrated a 74% increase in registered HF diagnoses in primary care electronic health records (EHRs) following an extended audit procedure. What remains unclear is the accuracy of registered H…
Abstract Background Genomic data have been collected by different institutions and companies and need to be shared for broader use. In a cross-site genomic data sharing system, a secure and transparent access control audit module plays an essential role in ensuring the accountability. A centralized …
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The purpose of this study is to analyze the influence of Auditor Switching and Audit Opinions oni Audit Report Lag. The data in this study uses secondary data in the form of an audited annual Financial Statement from banking companies listed on the Indonesia Stock Exchange in 2019-2021 by taking dat…
Electric power audits require practitioners to describe an audit issue and justify the final opinion by citing an appropriate referenced provision. In practice, the referenced provision should be retrieved from an authoritative provision corpus rather than generated, because correctness and traceabi…
The dynamic environment of medicine, particularly in settings such as the Emergency Department, challenges physicians with an influx of patient data and the need for swift diagnosis and treatment under high-pressure conditions. Numerous AI models have been developed for medical applications, yet the…
BACKGROUND: With the introduction of data protection regulations, the need for innovative privacy-preserving approaches to process and analyse sensitive data has become apparent. One approach is the Personal Health Train (PHT) that brings analysis code to the data and conducts the data processing at…
Artificial intelligence (AI) has shown promise in supporting clinical decision making, yet adoption in healthcare remains limited by concerns regarding transparency, verifiability, and accountability of AI-generated recommendations. In particular, generative and data-driven CDS systems often provide…
<h4>Introduction</h4>Electronic health records (EHRs) increasingly anchor clinical decision support and population-scale analytics, yet their concentration of sensitive information amplifies disclosure risk, widens the attack surface, and faces emerging threats from quantum computing. Existing frame…
<h4>Background</h4>Online scheduling platforms are increasingly chosen by patients for scheduling outpatient appointments. Due to payment for listing or platform decisions on listing visibility, they can amplify access inequalities. Especially in Germany's dual insurance system, the beneficiary diff…
<b>Introduction.</b> Sepsis is a major contributor to the global burden of disease. Its effective treatment is time-critical and relies on timely access to significant blood culture (BC) results.<b>Hypothesis/gap statement.</b> The value of BC results to the requesting service is reduced by delays i…
Large language model (LLM) systems are increasingly used to summarize clinical guidelines, draft patient-facing education, and answer evidence-linked clinical or public health questions. We define citation veneer as an observable audit state in which an output presents citation cues or apparently su…
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