RL-finetuning Qwen3-8B with LLM-as-judge rewards produces a red teaming model that generates effective attacks for novel adversarial goals not seen during training.
Within-Camera Multilayer Perceptron DVS Denoising
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DeepSignature embeds digitally signed content-encoding watermarks via neural networks for robust image authentication, source attribution, and latent-space tamper localization.
Strait cuts high-priority deadline violations in ML inference serving by 1-11 percentage points through contention modeling and priority scheduling under high GPU load.
SNNF uses an event-based binary image and single-layer SNN to achieve 0.89 AUC in distinguishing signal from noise in DVS while using only 11-40% of the resources of prior filters.
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Urban Flood Observations: A hand-labeled training and validation dataset of post-flood inundation
RL-finetuning Qwen3-8B with LLM-as-judge rewards produces a red teaming model that generates effective attacks for novel adversarial goals not seen during training.