“EfficientNet-B0 outperformed DenseNet121, achieving an accuracy of 84.6%, F1-score of 0.8899, and MCC of 0.6849.”

“This is a placeholder, as the provided content snippet is insufficient for a key quote. A relevant quote would discuss challenges or opportunities for AI in medical applications.”

“This work demonstrates that combining interpretable fuzzy rules with feature importance explanations enhances both utility and trust, providing practical insights for XAI deployment in maternal healthcare.”

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“AI misses nearly one-third of breast cancers, study finds”

“OmniNeuro is decoder-agnostic, acting as an essential interpretability layer for any state-of-the-art architecture.”

“CPJ significantly improves performance: using GPT-5-mini captions, GPT-5-Nano achieves +22.7 pp in disease classification and +19.5 points in QA score over no-caption baselines.”

“CogRec leverages Soar as its core symbolic reasoning engine and leverages an LLM for knowledge initialization to populate its working memory with production rules.”

“McCoy orchestrates an LLM to translate medical literature into ASP code, combines it with patient data, and processes it using an ASP solver to arrive at the final diagnosis.”

“The combined analysis demonstrates that explainable AI(XAI) techniques can illuminate hidden failure modes, guide architectural refinements, and inform obstacle aware deployment strategies for learning based IK.”

“最初にそのログを見たとき、私は「これはまさにインターンに教えていることと同じだ」と感じました。”

“The system delivers interpretable, real-time predictions via Explainable AI (XAI) visualizations, supporting transparent clinical decision-making.”

“I don’t start from code. I start by talking to the AI, giving my thoughts and structural ideas first.”

“The architecture uses a consortium of heterogeneous LLM and VLM agents to generate candidate outputs, a dedicated reasoning agent for consolidation, and explicit cross-model comparison for explainability.”

“The source is ArXiv, indicating a research paper.”

“The paper focuses on improving both accuracy and explainability in the context of medical image analysis.”

“The paper likely introduces a novel methodology to address the limitations of existing XAI methods, given the title's focus.”

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“The article likely discusses limitations of current methods.”

“The study utilizes blood cell images for malaria diagnosis.”

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“The article discusses the use of Neuro-Symbolic Generalization and Unbiased Adaptive Routing within medical AI.”

“In 2025, Reinforcement Learning from Verifiable Rewards (RLVR) emerged as the de facto new major stage to add to this mix. By training LLMs against automatically verifiable rewards across a number of environments (e.g. think math/code puzzles), the LLMs spontaneously develop strategies that look like "reasoning" to humans - they learn to break down problem solving into intermediate calculations and they learn a number of problem solving strategies for going back and forth to figure things out (see DeepSeek R1 paper for examples).”

“The study focuses on explainability of CNN-based prostate cancer classification.”

“The article's core focus is on a testable criterion for inherent explainability.”

“UniCoMTE is a universal counterfactual framework for explaining time-series classifiers on ECG Data.”

“The research focuses on defending against privacy attacks in Extended Reality.”

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“The article likely explores XAI methods such as SHAP values, LIME, or attention mechanisms to provide insights into the features and patterns that drive fraud detection models' predictions.”

“TabReX is a 'Tabular Referenceless eXplainable Evaluation' framework.”

“The article focuses on utilizing YOLOv8 and explainable AI techniques.”

“The research is sourced from ArXiv.”

“The study uses GeoXAI to measure nonlinear relationships and spatial heterogeneity of influencing factors on traffic crash density.”

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“The article likely discusses specific XAI methods used (e.g., attention mechanisms, saliency maps) and the insights gained from analyzing the model's behavior on the RSNA and TopCoW datasets.”

“The study explores machine learning, deep learning, and explainable AI methods.”

“The article's focus is on achieving explainable AI through expert oversight patterns.”

“The context comes from ArXiv.”

“AgentSHAP uses Monte Carlo Shapley value estimation.”

“The paper focuses on Explainable AI applied to economic time series.”

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“The article's context indicates a focus on public-sector AI accountability.”

“The research focuses on a 'Fast Interpretable Fuzzy Tree Learner'.”

“The article is sourced from ArXiv, indicating a peer-reviewed or pre-print research paper.”

“Learning complete and explainable visual representations from itemized text supervision”

“The article likely discusses a system for database management.”

“The paper focuses on providing local explanations for reinforcement learning policies.”

“The article focuses on knowledge-augmented large language model agents.”

“The research focuses on explainable suspiciousness estimation.”

“The study utilizes Grad-CAM-Based Explainable AI”