explainability - Robuta Search

https://www.educative.io/courses/responsible-ai-principles-and-practices/case-study-getting-started-with-model-explainability Understanding Model Explainability with Linear Regression and Trees Learn how linear regression and decision tree models offer intrinsic explainability to predict house prices using key dataset features. linear regression understanding model explainability trees https://research.ibm.com/publications/ai-explainability-360-toolkit AI Explainability 360 Toolkit for CODS-COMAD 2021 - IBM Research AI Explainability 360 Toolkit for CODS-COMAD 2021 by Vijay Arya et al. ai explainability toolkit cods ibm research https://www.tigergraph.com/blog/explainability-in-entity-resolution-decisions-shows-why-records-were-linked-or-merged/ Explainability in Entity Resolution Decisions Shows Why Records Were Linked or Merged - TigerGraph Apr 10, 2026 - Entity resolution decisions must be explainable to be trusted. Learn how graph-based, relationship-driven approaches provide clear, auditable evidence fo... https://www.diejungeakademie.de/en/events/planungstreffen-fur-den-workshop-fairness-explaina Preparatory meeting for the Workshop "Fairness, Explainability, Uncertainty & AI" :: Die Junge... for the preparatory meeting workshop https://chaire-cyber-navale.fr/en/articles/publications/2023-12-11-safe-23/ Explainability-based Metrics to Help Cyber Operators Find and Correct Misclassified Cyberattacks |... to help https://iris.gssi.it/handle/20.500.12571/30366 Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach for property cyber physical https://openloop.org/news/open-loop-singapore-report-on-ai-transparency-and-explainability/ Open Loop Singapore Report on AI Transparency and Explainability - Open Loop Open Loop is a global strategic program to connect policymakers and technology companies to develop evidence-based policy recommendations. open loop ai transparency singapore report explainability https://tldr.takara.ai/p/2404.06332 X-VARS: Introducing Explainability in Football Refereeing with Multi-Modal Large Language Model |... The rapid advancement of artificial intelligence has led to significant improvements in automated decision-making. However, the increased performance of mode... https://eprints.soton.ac.uk/504736/ A methodology and software architecture to support explainability-by-design - ePrints Soton software architecture to support https://openreview.net/forum?id=Xqor15tEkN&referrer=%5Bthe%20profile%20of%20Gabriele%20Buriola%5D(%2Fprofile%3Fid%3D~Gabriele_Buriola2) Explainability by design: an experimental analysis of the legal coding process | OpenReview Behind a set of rules in Deontic Defeasible Logic, there is a mapping process of normative background fragments. This process goes from text to rules and... by design experimental analysis https://www.niceactimize.com/blog/if-you-cant-explain-it-you-cant-defend-it If You Can’t Explain It, You Can’t Defend It: AI Explainability in Compliance Apr 24, 2026 - Explainability is now a regulatory requirement. See how model observability, transparent decisioning and AI-driven workflows improve defensibility and control... explain it defend explainability compliance https://pubmed.ncbi.nlm.nih.gov/33256715/ Explainability for artificial intelligence in healthcare: a multidisciplinary perspective To ensure that medical AI lives up to its promises, there is a need to sensitize developers, healthcare professionals, and legislators to the challenges and... artificial intelligence explainability healthcare multidisciplinary perspective https://visxai.io/ 9th Workshop on Visualization for AI Explainability The role of visualization in artificial intelligence (AI) gained significant attention in recent years. With the growing complexity of AI models, the critical... for ai workshop visualization explainability https://www.isms.online/frameworks/iso-42001/iso-42001-ai-specific-controls-annex-a/ ISO 42001 Annex A: Why AI Compliance Demands Explainability, Not Just Security AI compliance is changing-ISO 42001 Annex A sets new rules for auditable, explainable, bias-proof AI governance. Stay defensible with ISMS.online. annex a why ai https://apice.unibo.it/xwiki/bin/view/Publication/XmasAiiot2019 Towards XMAS: eXplainability through Multi-Agent Systems / APICe Towards XMAS: eXplainability through Multi-Agent Systems multi agent towards xmas explainability systems https://quaintitative.com/writing/artificial_sweeteners_organic_flavors_inherent_vs/ Artificial Sweeteners or Organic Flavors? Inherent Interpretability vs. Post-Hoc Explainability |... Dec 28, 2025 - The trade-offs between building interpretable models and explaining black-box ones artificial sweeteners or organic flavors https://openresearch.surrey.ac.uk/esploro/outputs/journalArticle/The-Role-of-Explainability-In-AI-Driven/991115194502346 The Role of Explainability In AI-Driven Financial Decision Making - University of Surrey Apr 10, 2026 - Artificial intelligence is playing a growing role in consumer financial services, yet many users lack the expertise to judge AI-generated advice and therefore... the role of financial decision making ai driven https://manolo-project.eu/tag/explainability/ explainability Archives - Manolo Project explainability archives manolo project https://github.com/mims-harvard/TimeX GitHub - mims-harvard/TimeX: Time series explainability via self-supervised model behavior... Time series explainability via self-supervised model behavior consistency - mims-harvard/TimeX time series https://ai4cyber.eu/?p=1440 Enhancing AI Transparency: Meet The TRUST4AI.XAI Multi-Perspective Explainability Tool | AI4CYBER ai transparency meet the https://louis.uah.edu/uah-dissertations/491/ "Comprehending levels of explainability and AI recommendations (clear) " by Virginia Sullivan AI systems can offer a great deal to improve decision-making through efficiency and predictive accuracy due to their unique ability to rapidly analyze large... and ai levels explainability https://www.hertz879.de/linklist/constructing-explainability-studie/ Hertz 87.9 | Constructing Explainability Studie - Hertz 87.9 hertz constructing explainability studie https://pitechsol.com/blog/banking-ai-explainability-regulatory-compliance-2026/ Banking AI Explainability: From Concern to Compliance May 6, 2026 - 28% of banks cite AI explainability as their top regulatory concern. Agentic AI is making it harder. Here's how PiTech builds explainability into financial AI... banking ai explainability concern compliance https://www.cs.cit.tum.de/sccs/aktuelles/aktuelles/article/salim-daoud-meta-feature-engineering-and-explainability-in-solver-performance-prediction/ Salim Daoud: Meta-Feature Engineering and Explainability in Solver Performance Prediction -... feature engineering salim daoud meta https://docs.hatidata.com/governed-runtime/lineage-and-explainability Lineage & Explainability | HatiData Docs Tracing every artifact back to its model decision, prompt hash, and input dependencies in HatiData V2. lineage explainability docs https://www.klio.dev/ Klio - AI Explainability, Simplified A lightweight, API-first AI explainability tool that helps teams understand and interpret their machine learning models with ease. ai explainability klio simplified https://www.aiprime.global/blog/trust-explainability-building-explainable-agentic-systems-that-executives-accept Trust & Explainability: Building Explainable Agentic Systems That Executives Accept Learn actionable strategies to build explainable agentic AI that executives trust. Get guidelines for governance, design patterns, and audits to secure... agentic systems trust explainability building explainable https://caches.link/trust-appeals-building-an-explainability-layer-for-ai-produc Explainability for AI Product Recommendations Apr 10, 2026 - Build trustworthy AI recommendations with provenance, confidence scores, human review, and a merchant appeals API. for ai explainability product recommendations https://www.envizage.me/tag/explainability/ Explainability Archives - Envizage explainability archives https://stacksimplify.com/tags/explainability/ Explainability | StackSimplify explainability https://www.tensorleap.ai/ Deep-Learning Debugging & Explainability | Tensorleap deep learning debugging explainability https://mau.diva-portal.org/smash/record.jsf?pid=diva2:1479925 Machine Learning explainability in text classification for Fake News detection machine learning text classification fake news explainability detection https://www.fintechscotland.com/transparency-explainability-and-fairness-in-approaches-to-ai-regulation-takeaways-from-the-executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence/ Transparency, explainability and fairness in approaches to AI regulation: Takeaways from the... Apr 7, 2025 - Making a better world through Collaboration, Financial Innovation and Inclusion https://fis.uni-bamberg.de/entities/publication/8ac7ed4e-f0cd-49cf-b6e0-662f34e1e2ea Explainability is not Enough : Requirements for Human-AI-Partnership in Complex Socio-Technical... https://elaymm4.com/page/the-quest-for-algorithmic-explainability The Quest For Algorithmic Explainability - elaymm4 In-depth article about the quest for algorithmic explainability. Explore key facts, detailed analysis, history, and related topics on elaymm4. the quest algorithmic explainability https://www.ainewsinternational.com/inside-the-black-box-no-more-why-the-explainability-mandate-is-reshaping-ai/ Inside the Black Box No More: Why the Explainability Mandate Is Reshaping AI Dec 21, 2025 - Explainable AI is no longer optional. Here is why the explainability mandate is becoming non-negotiable for high-stakes systems across healthcare, finance, and... inside the black box no more https://www.sciencefolks.com/lifting-the-lid-on-ais-black-box-the-importance-of-explainability-and-plausibility-checks-in-scientific-research/ "Lifting the Lid on AI's Black Box: The Importance of Explainability and Plausibility Checks in... Apr 5, 2025 - Researchers from chemistry, biology, and medicine are increasingly turning to AI models to develop new hypotheses. However, it is often unclear on which basis... https://www.middleeastainews.com/p/uae-data-leaders-admit-lack-of-ai UAE data leaders admit lack of AI explainability Listen now | Middle East AI News Minute - 12-Nov-25 - UAE data leaders admit lack of AI explainability data leaders uae admit lack ai https://faraday.ai/blog/faraday-score-explainability Removing the black box around customer predictions with Faraday score explainability - Faraday Oct 25, 2023 - Learn how every individual you make customer predictions on had their score calculated. the black box removing around https://counterfactualmasking.gmum.net/ Enhancing Chemical Explainability Through Counterfactual Masking enhancing chemical explainability counterfactual masking https://scienceportal.tecnalia.com/es/publications/on-the-post-hoc-explainability-of-deep-echo-state-networks-for-ti/ On the post-hoc explainability of deep echo state networks for time series forecasting, image and... https://erp.today/finance-ai-trust-gap-critical-as-explainability-becomes-non-negotiable/ Finance AI Trust Gap Critical as Explainability Becomes Non-Negotiable Apr 30, 2026 - The focus of the AI debate in finance has shifted from capability to trust and explainability, as finance leaders now demand transparent AI systems that can be... finance ai trust gap critical explainability https://repository.jboss.org/org/kie/kogito/kogito-addons-explainability/1.13.0-SNAPSHOT/ Index of /org/kie/kogito/kogito-addons-explainability/1.13.0-SNAPSHOT index of kie kogito https://web.superagi.com/top-10-tools-for-achieving-ai-transparency-and-explainability-in-enterprise-settings/ Top 10 Tools for Achieving AI Transparency and Explainability in Enterprise Settings - SuperAGI Jun 20, 2025 - As artificial intelligence continues to revolutionize the way businesses operate, the need for transparency and explainability in AI systems has become a https://fullstackdeeplearning.com/spring2021/lecture-10/ Lecture 10: Testing & Explainability - The Full Stack News, community, and courses for people building AI-powered products. lecture testing explainability full stack https://george-margaritis.com/publication/haim-2025/ Holistic Artificial Intelligence in Medicine; improved performance and explainability | Georgios... Oct 1, 2025 - With the increasing interest in deploying Artificial Intelligence in medicine, our group previously introduced HAIM (Holistic AI in Medicine), a framework that... artificial intelligence improved performance holistic medicine explainability https://www.withum.ai/resources/bridging-trust-in-ai-systems-the-importance-of-explainability-and-thinking-traces/ Bridging Trust in AI Systems: The Importance of Explainability and Thinking Traces - Withum AI Nov 25, 2024 - Discover the groundbreaking OpenAI O1 model and its features. Explore its impact on Large Language Models (LLMs) and the fascinating introduction of Strawberry... https://journals.flvc.org/FLAIRS/article/view/133382/138051 View of Enhancing Accuracy and Explainability of Recidivism Prediction Models view enhancing accuracy explainability recidivism https://www.alphaxiv.org/overview/2411.04383v1 Neuro-Symbolic AI: Explainability, Challenges, and Future Trends | alphaXiv Xin Zhang and Victor S. Sheng at Texas Tech University propose a novel two-factor classification framework for Neuro-Symbolic AI (NeSy AI) explainability, symbolic ai future trends neuro explainability challenges https://www.openlayer.com/blog/post/the-roads-toward-explainability The roads toward explainability Shedding light on black-box ML models the roads toward explainability https://cio.economictimes.indiatimes.com/news/brand-solution/exploring-explainability-in-the-realm-of-responsible-ai/120999953 Exploring Explainability in the Realm of Responsible AI, ETCIO Responsible AI necessitates explainability to foster trust and enable informed decisions. Opaque AI models, particularly those using deep learning, pose... in the responsible ai exploring explainability realm