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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...

arXiv CS 8d ago

wolfSSL releases a new product; wolfCOSE a zero alloc C embbedded COSE stack

wolfCOSE is a lightweight C library implementing CBOR (RFC 8949) and COSE (RFC 9052/9053) using wolfSSL as the crypto backend. - Complete RFC 9052 message set: all six COSE message types, including multi-signer COSE_Sign and multi-recipientCOSE_Encrypt /COSE_Mac - Post-quantum signing: ML-DSA (Dilithium) at all three security levels - 40 algorithms across signing, encryption, MAC, and key distribution - Zero dynamic allocation: all operations use caller-provided buffers - Tiny footprint: 7.5...

Hacker News 10d ago

Seg2Track++: Probabilistic Track Validation and Data Association for Multi-Object Tracking and Segmentation

Announce Type: new Abstract: Autonomous systems require robust Multi-Object Tracking and Segmentation (MOTS) to operate reliably in dynamic environments, ensuring consistent object identities and precise mask-level delineation. Foundation models such as SAM2 have shown strong zero-shot generalization for segmentation, but their direct application to MOTS is limited by unreliable track association and false-positive propagation. This work introduces Seg2Track++, a framework that integrates...

arXiv CS 7d ago

Connor McDavid car collection: Supercars, luxury garage & lifestyle

With 2026 winding down Connor McDavid is still one of the most recognizable names in the NHL and his love of luxury cars is still a topic of conversation. The captain of the Edmonton Oilers has made a name for himself as one of hockey’s best players, and his garage reflects his passion for speed, performance and premium engineering. Fans are growing more interested in McDavid’s lifestyle and car choices as he continues to lead the Edmonton Oilers and earn one of the highest salaries in the NHL.

Times of India 4d ago