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Related Articles from SNS
Clustering-enhanced adaptive Benders decomposition for energy systems planning optimization
arXiv:2606.00388v1 Announce Type: cross Abstract: High-resolution energy system capacity expansion models (CEMs) for energy transition planning often result in large-scale mixed-integer linear programming (MILP) formulations. Benders decomposition (BD) offers a scalable solution approach by iteratively solving a master problem (MP) for investment decisions and multiple subproblems (SPs) for operational decisions. However, accumulated Benders cuts generated by the SPs can make MP solution a...
Safeguarded Stochastic Polyak Step Sizes for Non-smooth Optimization: Robust Performance Without Small (Sub)Gradients
arXiv:2512.02342v3 Announce Type: replace-cross Abstract: The stochastic Polyak step size (SPS) has proven to be a promising choice for stochastic gradient descent (SGD), delivering competitive performance relative to state-of-the-art methods on smooth convex and non-convex optimization problems, including deep neural network training. However, extensions of this approach to non-smooth settings remain in their early stages, often relying on interpolation assumptions or requiring knowledge of...
Genetically engineering cyanobacteria for the production of sulfated polysaccharide
Biomolecules are naturally occurring molecules that form the basis of living systems. They are widely used in the production of a diverse range of materials. One such widely used biomolecule is sulfated polysaccharide (SPS), which includes sugar molecules attached to sulfate groups.
Performance Optimization and Characterization of 7-pad Resistive PICOSEC Micromegas Detectors
arXiv:2512.04842v5 Announce Type: replace Abstract: We present a comprehensive characterization of resistive PICOSEC Micromegas detector prototypes, tested under identical conditions, constant drift gap, field configurations, and photocathode at the CERN SPS H4 beam line. This work provides a proof of concept for the use of resistive layer technology in gaseous timing detectors, demonstrating that robustness can be improved without compromising the excellent timing performance of PICOSEC...
[Written Question] Agricultural Products: UK Trade with EU
Question by: Andrew Rosindell Answering Body: Department for Environment, Food and Rural Affairs Question: To ask the Secretary of State for Environment, Food and Rural Affairs, what assessment he has made of the potential impact of an SPS agreement with the European Union on UK farmers and food producers.
Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases
Announce Type: new Abstract: Large language models (LLMs) are increasingly proposed as clinical agents, yet static, single-turn benchmarks cannot capture how a model dynamically delivers care across an encounter: gathering information, planning treatment, and adapting longitudinal management across successive patient states. Medical education has long addressed an analogous challenge through standardized patients (SPs): trained actors who consistently portray clinical cases, enabling...
Hazard identification for the risks to terrestrial animal health from the import of hay and straw
Hazard identification for the risks to terrestrial animal health from the import of hay and straw This summary outlines a hazard identification assessment which has been completed to identify the risk to terrestrial animal health from the import of hay and straw. Documents Details Defra’s UK Office for Sanitary and Phytosanitary Trade Assurance (UK SPS Office) is responsible for dealing with reactive risk assessments among other requests.
Keep an eye on ‘radicalisation centres’ in border areas: Amit Shah
Calling for a zero-tolerance approach towards unauthorised encroachments within 0-15 km of the international border, home minister Amit Shah on Friday said the local administration and police in border district should remove all such encroachments and keep a close vigil on centres of radicalisation within this border belt. Chairing a meeting in Bhuj to review the security of Gujarat’s land and coastal borders, Shah said that everyone, from the police station staff to patwari, should work in...
KubePACS: Kubernetes Cluster Using Performant, Highly Available, and Cost Efficient Spot Instances
arXiv:2604.24027v2 Announce Type: replace Abstract: Cloud users aim to minimize cost while maximizing performance by selecting the most suitable instance types for their workloads. To reduce expenses, spot instances have been widely adopted due to their steep discounts compared to on-demand pricing. However, their use introduces reliability risks due to potential interruptions, and existing research has primarily focused on mitigating this trade-off from a cost or availability perspective alone.
Development and integration of the NA64-DTC automation controller for the CERN "DESY Table'' motorized platform
arXiv:2606.02148v1 Announce Type: new Abstract: We report on the development, construction, and integration of a remote automation controller \texttt{NA64-DTC} for the so-called ``DESY Table'' motorised platform widely used at CERN East-Area and North-Area experimental installations. The device is based on an ESP32-C3 System-on-Module that interfaces with the table manual control panel via a signal duplication connector.