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UniPool: A Globally Shared Expert Pool for Mixture-of-Experts

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UniPool: A Globally Shared Expert Pool for Mixture-of-Experts

·14 min read·Minbin Huang, Han Shi, Chuanyang Zheng et al.

UniPool addresses a structural inefficiency in standard Mixture-of-Experts (MoE) transformers: the rigid convention that each transformer layer owns its own private set of expert FFNs, which forces…

researchmixture-of-expertssparse-routingparameter-efficiencytransformer-architecture

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What You Don't Know Won't Hurt You: Self-Consistent Hierarchical Inference with Unknown Follow-up Selection Strategies

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What You Don't Know Won't Hurt You: Self-Consistent Hierarchical Inference with Unknown Follow-up Selection Strategies

·8 min read·Reed Essick, Amanda M. Farah

This paper addresses a key practical challenge in astrophysical population inference: how to incorporate follow-up observations when the process deciding which initial survey detections are selecte…

researchhierarchical-bayesian-inferencepopulation-inferencefollow-up-selectionBayesian-statistics

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Agentic Vulnerability Reasoning on Windows COM Binaries

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Agentic Vulnerability Reasoning on Windows COM Binaries

·9 min read·Hwiwon Lee, Jongseong Kim, Lingming Zhang

SLYP targets a very specific and nasty class of Windows local-privilege-escalation bugs: race conditions in COM services that run privileged, are reachable from authenticated users, and often expos…

researchagentic-securitywindows-comrace-conditionsbinary-analysis

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