Event Tensor: A Unified Abstraction for Compiling Dynamic Megakernel

2026-04-16T08:52:22Z0ad6e1f2afb3b2f97f16ba3c6eb96394f0ce5f02171d5ae76065c8f10e5e365c
GPUHPCLLM-securityMPCNVMeoFSONiCT-PAWattack-surfacebit-flipblock-withholdingcompiler-fusioncryptocurrencydifferential-privacydisaggregated-storagefederated-learningfinancial-fraudhardware-faultsmining-poolmodel-corruptionoffload-computationopen-networkingpersistent-kernelrowhammer

What happened

This document is an arXiv feed of systems/ML/HPC research. Several items have direct security implications: (1) “Temporary Power Adjusting Withholding (T-PAW)” generalizes block-withholding attacks against mining pools and shows materially larger adversary profit potential versus prior PAW, exposing a structural incentive vulnerability in pooled cryptocurrency mining; (2) “BitFlipScope” analyzes silent bit-flip corruptions (hardware degradation, cosmic rays, Rowhammer) that can stealthily corrupt LLM parameters and describes scalable localization and lightweight recovery methods — confirming a

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_cs_dc
Record identifier
0ad6e1f2afb3b2f97f16ba3c6eb96394f0ce5f02171d5ae76065c8f10e5e365c
Enrichment time
2026-04-16T08:52:22Z
AI-assisted enrichment
Yes

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Record · Event Tensor: A Unified Abstraction for Compiling Dynamic Megakernel · Baitaphish