Odesа Polytechnic National University

Formal Methods for XAI Verification: Proving That Explanations Are Correct

Research article: Formal Methods for XAI Verification: Proving That Explanations Are Correct

Formal Methods for XAI Verification: Proving That Explanations Are Correct

Research article: Formal Methods for XAI Verification: Proving That Explanations Are Correct

Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Research article: Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Research article: Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Contract Testing for AI Agents: Consumer-Driven Contracts Applied to Multi-Agent Tool Calls

Research article: Contract Testing for AI Agents: Consumer-Driven Contracts Applied to Multi-Agent Tool Calls

Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Research article: Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Research article: Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Research article: Human-AI Decision Support: Cost Structure of Explanation-Centric Workflows

Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Research article: Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

Research article: Interpretable Models vs Post-Hoc Explanations: True Cost Comparison for Enterprise AI

XAI Observability: Monitoring Explainability Drift in Production Models

Research article: XAI Observability: Monitoring Explainability Drift in Production Models

XAI Observability: Monitoring Explainability Drift in Production Models

Research article: XAI Observability: Monitoring Explainability Drift in Production Models

Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Research article: Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Research article: Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Research article: Dynamic Model Selection under Cost Constraints: A Real-Time Decision Framework for Enterprises

Residual Risk-Based Resilience Assessment of Ukrainian Oil and Gas Companies: Scenario-Based Pathways for Sustainable Development

Oil and gas companies operating under energy transition and wartime pressures require transparent tools for linking risk diagnosis to feasible sustainable development decisions. This study develops a residual risk-based diagnostic framework and applies it to three major Ukrainian...

AI-Driven Valuation Multiples: Revisiting Equity Metrics in Companies with Embedded AI Assets

Research article: AI-Driven Valuation Multiples: Revisiting Equity Metrics in Companies with Embedded AI Assets

AI-Driven Valuation Multiples: Revisiting Equity Metrics in Companies with Embedded AI Assets

Research article: AI-Driven Valuation Multiples: Revisiting Equity Metrics in Companies with Embedded AI Assets

Explainable Anomaly Detection through Counterfactual Traceability in Black‑Box Systems

Research article: Explainable Anomaly Detection through Counterfactual Traceability in Black‑Box Systems

Explainable Anomaly Detection through Counterfactual Traceability in Black‑Box Systems

Research article: Explainable Anomaly Detection through Counterfactual Traceability in Black‑Box Systems