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Rethinking Evaluation Paradigms in IBP-based Certified Training
Announce Type: new Abstract: Deep neural networks achieve strong performance on many supervised learning tasks but remain vulnerable to adversarial perturbations. Neural network verification provides mathematically rigorous robustness guarantees, yet at substantial computational cost.
Certified Robustness to Data Poisoning in Gradient-Based Training
arXiv:2406.05670v3 Announce Type: replace Abstract: Modern machine learning pipelines leverage large amounts of public data, making it infeasible to guarantee data quality and leaving models open to poisoning and backdoor attacks. Provably bounding model behavior under such attacks remains an open problem. In this work, we address this challenge by developing the first framework providing provable guarantees on the behavior of models trained with potentially manipulated data without...
Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models
Announce Type: replace Abstract: Understanding and certifying the behavior of modern deep neural networks remains a fundamental challenge in reliable machine learning. We introduce a new class of data-dependent generalization bounds that apply directly to trained models, without any modification. In particular, we present an exactly computable bound that is non-vacuous across all evaluated networks, including ImageNet-scale models with 600M parameters.
Heat Training Grant 2025 Mid-scheme Review: heat pump installers
Heat Training Grant 2025 Mid-scheme Review: heat pump installers Findings from the Heat Training Grant 2025 Mid-scheme Review, based on a survey of people who completed heat pump installation training under the scheme. Applies to England Documents Details The Heat Training Grant (HTG) provides heating engineers with grants of up to £500 towards eligible heat pump or heat network installation training in England.
CEAR: Certified Ensemble Adversarial Robustness in DNNs
arXiv:2606.01437v1 Announce Type: new Abstract: Deep Neural Networks (DNNs) are highly susceptible to adversarial perturbations, leading to extensive research on robustness for safety-critical applications. State-of-the-art empirical defense mechanisms improve the robustness of DNNs through the training phase, but still struggle against adaptive white-box attacks.
Air passengers urged to leave bags behind during evacuations in new IATA campaign
Air passengers urged to leave bags behind during evacuations in new IATA campaign A survey commissioned by IATA of recent air travellers in Singapore, the United States, the United Kingdom and the United Arab Emirates found "critical gaps" in safety knowledge. SINGAPORE: The International Air Transport Association (IATA) on Monday (Jun 8) launched a global passenger safety campaign urging travellers to leave cabin baggage behind during aircraft evacuations.
Certification alone may not ensure safe PMA use, say occupational therapists
Certification alone may not ensure safe PMA use, say occupational therapists New personal mobility aid rules took effect on Jun 1, which include users having to obtain a certificate of medical need unless they qualify for an exemption. SINGAPORE: Operating personal mobility aid (PMA) devices safely can remain a challenge for some individuals, particularly older users and those with multiple medical conditions, occupational therapists told CNA. They said such users may need more extensive...
Former Air Canada pilot charged after allegedly flying hundreds of flights without a proper license
Former Air Canada pilot charged after allegedly flying hundreds of flights without a proper license Despite the serious allegations, Air Canada maintained that passenger safety was not compromised - Bookmark - CommentsGo to comments A former Air Canada pilot has been charged after allegedly operating commercial flights for years without the appropriate license, Canadian police announced on Tuesday. Geoffrey Wall, from Barrie, Ontario, is accused of serving as an airline captain between 2009...
Air Canada pilot accused of flying for 17 years without proper licence
Air Canada pilot accused of flying for 17 years without proper licence Former airline captain charged with fraud after allegedly commanding more than 900 flights without required credentials. A former airline pilot in Canada has been arrested for allegedly flying hundreds of flights without a proper licence for nearly 17 years. Police in Peel, Ontario, said on Tuesday that they had charged former Air Canada captain Geoffrey Wall with fraud and other charges following a four-month investigation.
Cops and FBI race to protect World Cup from drones as Homeland Security boss admits ‘everybody’s a little behind’
Cops and FBI race to protect World Cup from drones as Homeland Security boss admits ‘everybody’s a little behind’ Officials hastily moving to secure global tournament after government shutdown and supply chain issues slowed anti-drone preparations - Bookmark - CommentsGo to comments Local police departments and federal agencies across the U.S. are racing to prepare anti-drone defenses ahead of the World Cup, which kicks off next week and is expected to draw up to 7 million visitors across...