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Related Articles from SNS
MAGE: All-[MASK] Block Already Knows Where to Look in Block Diffusion LLM
arXiv:2602.14209v2 Announce Type: replace Abstract: Block diffusion LLMs are an emerging paradigm for parallel language generation, but their KV caching makes memory access the dominant bottleneck in long-context inference. Sparse attention, which attends only to a small KV subset per query, can reduce this latency with minimal accuracy loss. In block diffusion, however, the B tokens of each block must share a single KV subset, and we show this per-block constraint degrades existing sparse...
Kitesurfing can be deadly but good habits minimise most risks
Kitesurfing can be deadly but good habits minimise most risks Sat 6 Jun 2026 at 8:33am In her 12 years of kitesurfing, Lison Mage has never experienced anything like her recent brush with death. While preparing to launch off a Gold Coast beach last month, she felt overpowered by her kite as it began dragging her away from the water. "I think my brain went into freeze mode," she said.
'Never imitated anyone': When Suman Kalyanpur spoke on comparision with Lata Mangeshkar
The world of Indian music lost one of its most cherished voices on May 31, 2026, as veteran singer Suman Kalyanpur passed away at her residence in Lokhandwala, Andheri, due to age-related ailments on May 31, 2026. She was laid to rest with full state honours on Monday, June 1, 2026. For decades, millions of listeners believed that iconic songs such as 'Aaj Kal Tere Mere Pyaar Ke Charche' and the beloved Marathi lullaby 'Nimbonichya Jhada Mage' were sung by Lata Mangeshkar.
Beyond Semantic Organization: Memory as Execution State Management for Long-Horizon Agents
Announce Type: new Abstract: LLM-based agents increasingly tackle long-horizon tasks with interdependent decisions, where each action reshapes future constraints and intermediate errors can cascade. Existing RAG and agent memory systems organize histories by semantic similarity, retrieving content-relevant entries at decision time. We argue that this design mismatches execution-state dependencies: it fragments decision trajectories and mixes valid and erroneous traces, hindering coherent...
Dynamic Modeling of Magneto-Active Grounding Electrodes under Transient Conditions
arXiv:2606.06506v1 Announce Type: new Abstract: Grounding systems operating under transient electromagnetic conditions exhibit highly nonlinear behavior influenced by electromagnetic propagation, soil conductivity variations, thermal diffusion, moisture transport, and ionization phenomena. Conventional grounding analyses generally rely on static resistance formulations that neglect the coupled dynamics governing advanced grounding technologies. In particular, rigorous dynamic models...
Towards Characterizing Scientific Image Utility and Upgradability
arXiv:2606.03401v1 Announce Type: new Abstract: Scientific images function as critical evidence in research communication, yet their integrity faces unprecedented threats from AI-generated content that introduces subtle but consequential errors. Existing evaluation paradigms prove inadequate: perceptual quality metrics poorly correlate with scientific validity, while language models lack domain-specific verification capabilities. To address this gap, we propose the \textbf{S}cientific...
Couple's adoption nightmare as daughter they believed was 12 turns out to be grown woman
Couple's adoption nightmare as daughter they believed was 12 turns out to be grown woman A 37-year-old woman tricked families into taking care of her while claiming she was escaping violent abuse and forced prostitution while posing as a 12-year-old girl. A family was left devastated after adopting what they believed to be a 12-year-old girl and becoming emotionally attached to her, only for the relationship to unravel after 14 months. However, it all came to a halt when a relative became...
Mum-of-five in coma after contracting sepsis in Gran Canaria as family desperate to get her 'home with babies'
Mum-of-five in coma after contracting sepsis in Gran Canaria as family desperate to get her 'home with babies' Emily Casey, 34, from Wirral, was put into an induced coma after falling ill with pneumonia and sepsis on holiday in Gran Canaria with her husband Jamie and their five children, aged one to 13 — her family are desperately raising £50,000 for a medical flight home The family of a mum-of-five who is stuck in hospital in Gran Canaria after contracting sepsis have said they "just want...