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SAiW: Source-Attributable Invisible Watermarking for Proactive Deepfake Defense

BACKGROUND
1 SIGNALFIRST DETECTED 25 March 2026
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20 Mar
iSeal: Encrypted Fingerprinting for Reliable LLM Ownership Verification

arXiv:2511.08905v3 Announce Type: replace-cross Abstract: Given the high cost of large language model (LLM) training from scratch, safeguarding LLM intellectual property (IP) has

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17 Jul
Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System

arXiv:2607.13234v1 Announce Type: cross Abstract: Deepfake detectors that achieve near-perfect scores on academic benchmarks collapse on real-world content: recent in-the-wild

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20 Oct
Is This Your Agent? Identity Watermarking for Agent Systems in Dynamic Environments

arXiv:2610.24382v1 Announce Type: new Abstract: Agent systems deployed in dynamic environments continuously update their memories, skills, and runtime configurations, leading to

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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