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NOS-Gate: Queue-Aware Streaming IDS for Consumer Gateways under Timing-Controlled Evasion

Announce Type: replace Abstract: Timing and burst patterns can leak through encryption, and an adaptive adversary can exploit them. This undermines metadata-only detection in a stand-alone consumer gateway. Therefore, consumer gateways need streaming intrusion detection on encrypted traffic using metadata only, under tight CPU and latency budgets.

Parc Cenedlaethol Eryri i drafod saib ar waharddiad dadleuol ar barcio dros nos

Cisco making SONiC available to all customers – not just hyperscalers

Cisco is preparing to make the open-source SONiC network operating system available on its Nexus 9000 series datacenter switches. This move extends SONiC support beyond hyperscalers to general enterprise customers, allowing them to run the open NOS on their hardware. Cisco stated this will offer customers flexibility, enabling them to choose between SONiC for AI or non-AI clusters while retaining existing infrastructure options.

Topological Neural Operators

arXiv:2606.09806v1 Announce Type: new Abstract: We introduce Topological Neural Operators (TNOs), a principled framework for operator learning on cell complexes that lifts neural operators (NOs) from functions on points and/or edges to topological domains. TNOs represent data as features defined on cells of varying dimension and model their interactions through Discrete Exterior Calculus, enabling explicit cross-dimensional coupling via gradient-, curl-, and divergence-type operators. The...

SPAMoE: Spectrum-Aware Hybrid Operator Framework for Full-Waveform Inversion

arXiv:2604.07421v3 Announce Type: replace Abstract: Full-waveform inversion (FWI) is pivotal for reconstructing high-resolution subsurface velocity models but remains computationally intensive and ill-posed. While deep learning approaches promise efficiency, existing Convolutional Neural Networks (CNNs) and single-paradigm Neural Operators (NOs) struggle with one fundamental issue: frequency entanglement of multi-scale geological features. To address this challenge, we propose...

Reformulating Neural Operators in $d+1$ Dimensions for Embedding Evolution

arXiv:2505.11766v4 Announce Type: replace Abstract: Neural Operators (NOs) are powerful architectures for learning mappings between function spaces. While most advances focus on refining kernel parameterizations over the $d$-dimensional physical domain, the evolution of lifted embeddings remains underexplored, which often drives models toward computationally expensive embedding-scaling designs to improve approximation. In this paper, we introduce an auxiliary function dimension that models...

La Turquie et l’Australie défendront un objectif d’électrification lors de la prochaine COP

Cyhoeddi rhagor o brif artistiaid Eisteddfod y Garreg Las

Future Power Rankings: How all 68 Power 4 college football teams stack up

Projecting a college football program's future is harder than ever. Rosters and fortunes change dramatically and championship pathways are more open than ever. The assets that make a program great in 2026 might not be there in 2027.

CNA Explains: What is El Nino and what can Singapore expect if it returns in 2026?

CNA Explains: What is El Nino and what can Singapore expect if it returns in 2026? There is a more than 80 per cent chance of an El Nino event occurring in 2026, according to the Meteorological Service Singapore. SINGAPORE: The Meteorological Service Singapore (MSS) on May 29 said that El Nino conditions are likely to develop between June and July.