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AXLE: Coordinated Offloading with Asynchronous Back-Streaming in Computational Memory Systems
arXiv:2512.04449v2 Announce Type: replace Abstract: CXL-based Computational Memory (CCM) enables near-memory processing within expanded remote memory, offering opportunities to address data movement costs in disaggregated memory systems and to accelerate overall performance. However, existing offloading mechanisms do not fully leverage the trade-offs of different offload models based on different CXL protocols. This work first examines these tradeoffs and their impact on end-to-end...
UAW union strike threatens General Motors truck production
DETROIT – Nearly 1,000 workers at a Michigan supplier plant that makes parts for General Motors pickup trucks went on strike Monday after not reaching a new contract with the company. The United Auto Workers union on Monday confirmed workers at an axle and components plant in Three Rivers, Mich. for Dauch Corp. (formerly known as American Axle and Manufacturing) walked out of the factory and onto picket lines at 12:01 a.m. The union did not release a full list of demands, but said in a press...
TPA-AD: A Two-Stage Pseudo Anomaly-Guided Method for Bearing Time-Series Anomaly Detection
arXiv:2606.04073v1 Announce Type: new Abstract: This paper proposes a two-stage pseudo anomaly-guided anomaly detection method (\textbf{T}wo-stage \textbf{P}seudo \textbf{A}nomaly-guided \textbf{A}nomaly \textbf{D}etection, \textbf{TPA-AD}) for axle-box bearing time-series anomaly detection (time series anomaly detection, TSAD) under the setting where only normal samples are available for training. The method first generates pseudo-anomalous windows near the normal boundary using a...
2027 Rivian R2 first drive: Rivian's second SUV is its best yet
2027 Rivian R2 first drive: Rivian's second SUV is its best yet It's not perfect, but Rivian's latest shows this company is playing for keeps. The Rivian R1, in both its pick 'em up R1T truck form and family-focused R1S SUV shape, has proven to be a strong statement from the plucky EV company based in Normal, IL. While sales volume and profitability still elude the startup, the original design and high quality of both those models show that this was not to be a one-and-done disaster like Fisker.
Archaeological sensation: Iron Age Celtic grave discovered in Hesse
During surveys for a solar park in Hesse, archaeologists uncovered a Celtic princely tomb with exceptional grave goods near Bad Camberg, a find of European significance, according to Hesse’s state archaeologist Udo Recker. During construction work for a solar park, a Celtic princely grave has been uncovered for the first time. Experts classify the discovery and the artefacts it yielded as exceptionally significant.
Classic Rolls-Royce with just 604 miles on the clock to go under the hammer
Classic Rolls-Royce with just 604 miles on the clock to go under the hammer The sale includes the car's original book pack and full MOT certificates - Bookmark - CommentsGo to comments A preserved 1977 Rolls-Royce Silver Shadow I, having covered an astonishing 604 miles since new, is heading to auction. This classic luxury car, retained by its original owner, accumulated most of its limited mileage in its first few months, according to H&H Classics.