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GenTI: Benchmarking LLMs for Autonomous IDPS Rule Generation for Unseen Attacks
Announce Type: new Abstract: Rule-based Intrusion Detection and Prevention Systems (IDPS) offer precise attack detection as well as mitigation, however their manually crafted, signature-driven rules limit adaptability to emerging and zero-day threats. Additionally, existing public datasets (e.g., CICIDS2017, UNSW-NB15) focus on traffic classification and provide little structured information to support automatic rule synthesis or prevention logic. To address this gap, we propose Generative...
731 people died in Manipur camps since ethnic conflict; 43,000 still displaced
IMPHAL: More than 700 internally displaced persons (IDPs), who were taking shelter in relief camps and pre-fabricated housing across Manipur, have died since the outbreak of violence in May 2023, according to information disclosed by the state home department under the Right to Information (RTI) Act. The information was furnished to RTI appellant Hareshwar Goshwami, writer and political activist, on Friday, following directions of the Manipur Information Commission in Appeal Case No. 22 of...
Elasto-Osmotic Phase Separation in Confluent Cellular Tissues
Biomolecular condensates that form via liquid-liquid phase separation (LLPS) of, most prominently, intrinsically disordered proteins (IDPs) are ubiquitous in eukaryotic cells and responsible for regulating a plethora of biological functions. Amongst these, they contribute to regulating cell motility, either individually within an extracellular matrix or collectively within confluent epithelial tissue. In this computational study we focus on the latter with the aim of investigating whether...
Antenatal screening standards: data report 2024 to 2025
Antenatal screening standards: data report 2024 to 2025 Data report for fetal anomaly screening, infectious diseases in pregnancy screening and sickle cell and thalassaemia screening 1 April 2024 to 31 March 2025. Applies to England Documents Details This publication covers the 3 NHS population antenatal screening programmes: These are the: - NHS Fetal Anomaly Screening Programme (FASP) - NHS Infectious Diseases in Pregnancy Screening (IDPS) Programme - NHS Sickle Cell and Thalassaemia (SCT)...
Do AI Structure Predictors Capture Bound-State Disorder? A Benchmark on Fuzzy Protein Complexes
Fuzzy protein complexes, in which an intrinsically disordered protein (IDP) retains conformational disorder upon binding, pose a fundamental challenge for structure predictors trained on ordered systems, where crystal structures capture only the most ordered ensemble snapshot, making standard benchmarking metrics misleading. Here, we present the first systematic evaluation of AlphaFold3 (AF3), AlphaFold2-Multimer (AF2MM), Chai-1, and Boltz-2 on a curated dataset of fuzzy complexes from...
Can VLMs Predict Future States? Bootstrapping World Models from Inverse Dynamics
arXiv:2506.06006v3 Announce Type: replace Abstract: Can unified vision-language models (VLMs) perform forward dynamics prediction (FDP), i.e., predicting the future state (in image form) given the previous observation and an action (in language form)? We find that VLMs struggle to generate physically plausible transitions between frames from instructions. Nevertheless, we identify a crucial asymmetry in multimodal grounding: fine-tuning a VLM to learn inverse dynamics prediction...
Implicit Drifting Policy: One-Step Action Generation via Conditional Expert Geometry
Announce Type: new Abstract: Generative action policies based on diffusion or flow matching excel in behavior cloning, yet their iterative sampling is prohibitive for high-frequency robot control. While recent one-step formulations alleviate this latency, they inevitably discard the intermediate trajectory evolution that provides crucial action correction. Directly recovering this mechanism by explicitly estimating a training-time drifting field is mathematically ill-posed due to extreme...
Refugees and migration: Is Europe closing its doors?
Refugees and migration: Is Europe closing its doors? June 1, 2026The "Global Refugee Crisis 2026" report, published Monday in Berlin, is intended to be a wake-up call, according to its co-editor Petra Bendel from the University of Erlangen-Nuremberg (Bavaria). At its presentation, she expressed concern about the impact of the Common European Asylum System (CEAS), a legal framework adopted in 2024 that will become legally binding across all EU member states on June 12: "We fear a further...
Drought and floods drove them from their homes. But hunger and poverty have followed them to a Mogadishu camp
More than 6.5 million Somalis have been pushed to the brink of severe hunger as the climate crisis, fighting and cuts in aid leave a trail of despairFor three years, Zeynab Ibrahim watched as her little town shrivelled up and died. The rains never came, the reservoirs were depleted and the farms gradually turned to dust. Hunger and sickness swept through the village, claiming the lives of many, including four of Ibrahim’s 10 children.
Satellite images show Israel’s destruction of historical city of Tyre
Satellite images show Israel’s destruction of historical city of Tyre Satellite data shows damage to residential areas, UNESCO World Heritage buffer zones and Palestinian camps in Israeli attacks. Newly evaluated satellite images show widespread destruction across the southern Lebanese coastal city of Tyre, following a relentless wave of Israeli air strikes after systematic forced displacement orders. An analysis of the images by Al Jazeera’s open-source unit, which compared satellite data...