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Collusion attacks can render traditional model fingerprinting ineffective, but this new method not only embeds fingerprints but also sabotages the quality of colluded outputs.
SwiftVR achieves real-time 1080p video restoration on consumer GPUs, a first in the field, while maintaining high perceptual quality and low inference costs.
Forget fine-tuning or API calls: $k$NNProxy aligns proxy LLMs for generated text detection using a training-free $k$-NN retrieval method, achieving robust performance even when the source LLM is a black box.
