Explainability
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Beyond Soft Masks: Hard-Perturbation Mixup Explainer for Robust GNN Explainability
arXiv:2606.05756v1 Announce Type: new Abstract: Graph Neural Networks (GNNs) have demonstrated remarkable performance across a range of applications involving graph-structured data, particularly in high-stakes domains. However, the opaque nature of their decision-making processes limits their trustworthiness and broader adoption. Existing post-hoc explanation methods aim to improve explainability by identifying subgraphs that influence GNN predictions and adopt mixup strategies to alleviate...
Self-Explainability in Self-Adaptive and Self-Organising Systems: Status and Research Directions
arXiv:2606.09568v1 Announce Type: new Abstract: The growing complexity of self-adaptive and self-organising systems, fuelled by advances in Artificial Intelligence (AI), has made them increasingly difficult to understand and trust. While Explainable AI aims to provide insight into AI decision-making, a more advanced goal is for systems to explain themselves - an ability referred to as Self-Explainability (SX).
Al Jazeera explains China-North Korea ties as Xi visits Pyongyang
Al Jazeera explains China-North Korea ties as Xi visits Pyongyang Al Jazeera explains China-North Korea ties as Xi visits Pyongyang China’s Xi Jinping is visiting North Korea for the first time in seven years. Al Jazeera’s Katrina Yu explains what Beijing gets out of its relationship with Pyongyang, which is often perceived as lopsided. Published On 8 Jun 2026
Fundamental Limitation in Explaining AI
arXiv:2605.24727v2 Announce Type: replace Abstract: While large-scale models such as LLMs and diffusion models have achieved practical success, public institutions have emphasized the importance of explainability in AI. Existing methods for explaining AI, however, are not designed to provide completely faithful explanations of the behavior of large-scale AI systems.
Diabetes warning as Dr Amir explains the real toll of stress on your body
Diabetes warning as Dr Amir explains the real toll of stress on your body Constantly feeling stressed could have a lasting affect on your health A doctor has issued a warning about stress, explaining how it could raise your risk of getting a chronic health condition. According to the expert, you could be more likely to develop diabetes as a result of a stressful lifestyle. Many of us experience stressful situations from time to time.
Expert explains common mistake that makes it harder for people to lose weight
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American living in the UK explains hot weather is actually 'worse' here than in the US
American living in the UK explains hot weather is actually 'worse' here than in the US A man originally from Texas who now lives in the UK has explained how British heatwaves can feel far more unbearable than scorching US summers – and it's not all down to the temperature While the scorching temperatures of the past week have left many Brits struggling, it hardly compares to the sweltering heat experienced in other corners of the globe during summer. Yet one man originally from one of...
Trump uses clip from ‘West Wing’ TV show to explain his latest military strikes
Trump uses clip from ‘West Wing’ TV show to explain his latest military strikes ‘You kill an American, any American, we don’t come back with a proportionate response,’ the fictional president says in the scene - Bookmark - CommentsGo to comments President Donald Trump appeared to explain the U.S. military’s renewed strikes on Iran by invoking a scene from the television drama “The West Wing.” The Republican president shared the clip on Truth Social on Tuesday, the same day U.S. forces...
Senegal's federation explains viral airport security footage ahead of World Cup
Senegal's federation explains viral airport security footage ahead of World Cup June 10 : Senegal's football federation (FSF) moved on Tuesday to explain social media footage showing their World Cup squad undergoing security checks on an airport tarmac, after the images prompted accusations of discriminatory treatment. Videos circulated online showed Senegal players being screened by airport security before travelling from Raleigh, North Carolina to San Antonio, Texas for a warm-up friendly...
Explained: Were Leclerc & Stroll's Monaco crashes caused by broken track?!
Monaco GP: Were Charles Leclerc and Lance Stroll's crashes caused by broken track?! Ant Davidson explains BIZZARE Monaco red flag! Sunday 7 June 2026 16:19, UK Please use Chrome browser for a more accessible video player Sky Sports' Anthony Davidson explains how Lance Stroll and Charles Leclerc's crashes appeared to be caused by the Monaco track breaking up - leading to a late red flag.