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Introduces SearchOS, a multi-agent framework for robust open-domain information-seeking that externalizes search progress into explicit states via a novel Search-Oriented Context Management (SOCM) system, achieving state-of-the-art results on WideSearch and GISA benchmarks.
DomainShuttle introduces a method for open domain subject-driven text-to-video generation, achieving high fidelity and flexibility across in-domain and cross-domain scenarios using domain-aware modeling and dual RoPE schemes.