Disclosure Research Frontier

Track the disclosure research frontier. Learn the open problems (cross-vendor watermark interop, robust text watermarking, provenance under generative editing, scalable detection without false-positive harm, multimodal cross-checks), the canonical research venues (NeurIPS / ICML / FAccT / IEEE S&P / USENIX), the engagement pattern with academia, and the path from research to production.