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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Min Yang

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Jul 2026

ExplorIt: Simulation-based Fuzzing for Autonomous Driving Systems via Multi-Agent Interaction Modeling

ExplorIt, a simulation-based ADS fuzzer enhanced with systematic formalization of interaction behaviors, formalizes the runtime EGO-to-NPC interactions through drivable area estimation and can then deterministically mutate scenarios to curate more critical interactions by making EGO and NPC head for shared drivable are...

Bufan Gao, Zong-An Huang, Jiarun Dai et al. · 0 citations
Book Open access Aug 2026

ActivationBackdoor: Backdooring Large Language Models in Collaborative Inference via Intermediate Activations

This work proposes ActivationBackdoor, an inference-time backdoor attack that composes two activation-level components for trigger detection and backdoor behavior injection, and shows that ActivationBackdoor attains attack success comparable to training-time backdoor baselines while preserving high clean-task accuracy...

Zichun Su, Mi Zhang, Xiaohan Zhang et al. · 0 citations
Book Open access Aug 2026

ActivationBackdoor: Backdooring Large Language Models in Collaborative Inference via Intermediate Activations

Collaborative inference enables cost-effective deployment of large language models by partitioning layers across multiple participants and forwarding intermediate activations between participants in a pipeline, but these transmitted activations also create a new attack surface: a malicious participant can manipulate in...

Zichun Su, Mi Zhang, Xiaohan Zhang et al. · 0 citations

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