arXiv:2602.11173v1 Announce Type: new Abstract: Author response (rebuttal) writing is a critical stage of scientific peer review that demands substantial author effort. Recent work frames this task as automatic text generation, underusing author expertise and intent. In practice, authors possess domain expertise, author-only information, revision and response strategies–concrete forms of author expertise and intent–to address reviewer concerns, and seek NLP assistance that integrates these signals to support effective response writing in peer review. We reformulate author response generation […]

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In this work, we propose a novel framework for the logical specification of non-Markovian rewards in Markov Decision Processes (MDPs) with large state spaces. Our approach leverages Linear Temporal Logic Modulo Theories over finite traces (LTLfMT), a more expressive extension of classical temporal logic in which predicates are first-order formulas of arbitrary first-order theories rather than simple Boolean variables. This enhanced expressiveness enables the specification of complex tasks over unstructured and heterogeneous data domains, promoting a unified and […]

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The seemingly endless expanse of the sky might suggest that it could support a large volume of aerial traffic with minimal risk of collisions. However, mid-air collisions do occur and are a significant concern for aviation safety. Pilots are trained in scanning the sky for other aircraft and maneuvering to avoid such accidents, which is known as the basic see-and-avoid principle. While this method has proven effective, it is not infallible because human vision has limitations, and pilot […]

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Trade tension between the US and China has been at an all-time peak now for multiple reasons. Unfortunately, NVIDIA has found itself in the midst of everything that has been happening. The drama around NVIDIA H200 AI chips doesn’t seem to be stopping anytime soon. China allows DeepSeek to buy NVIDIA’s cutting-edge H200 AI chips, with undisclosed conditions According to an exclusive report by Reuters, Chinese authorities have now cleared their top AI startup DeepSeek to purchase NVIDIA’s […]

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Barclays recorded a 12 % jump in annual profit for 2025, reporting £9.1 billion in earnings before tax, up from £8.1 billion a year earlier. The bank also raised its performance targets out through 2028, aiming for a return on tangible equity (RoTE) of more than 14 %, up from a previous goal of above 12 % by 2026. A growing US business and cost reductions underpinned this outcome, with Barclays citing AI as a key driver of […]

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I’ve spent the last eighteen months talking to engineers at companies you’d recognize—household names in fintech, healthcare, logistics. Same pattern everywhere. They’ll walk me through their authentication layers, their OAuth flows, their JWT rotation policies. Beautiful stuff. Then I ask: “So once I’m logged in as User 47, what stops me from just requesting User 48’s data?” Long pause. Someone mentions rate limiting. Someone else brings up their WAF. Nobody mentions the actual check. This is the BOLA […]

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arXiv:2602.02596v1 Announce Type: cross Abstract: High dimensional representation drift is commonly quantified using Euclidean or cosine distances, which presuppose fixed coordinates when comparing representations across time, training or preprocessing stages. While effective in many settings, these measures entangle intrinsic changes in the data with variations induced by arbitrary parametrizations. We introduce a projective geometric view of representation drift grounded in the Fubini Study metric, which identifies representations that differ only by gauge transformations such as global rescalings or […]

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arXiv:2601.10820v1 Announce Type: new Abstract: Recent advances in code generation models have unlocked unprecedented opportunities for automating feature engineering, yet their adoption in real-world ML teams remains constrained by critical challenges: (i) the scarcity of datasets capturing the iterative and complex coding processes of production-level feature engineering, (ii) limited integration and personalization of widely used coding agents, such as CoPilot and Devin, with a team’s unique tools, codebases, workflows, and practices, and (iii) suboptimal human-AI collaboration due to […]

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