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GameDirector is introduced, the first agentic framework that decouples rule-based gameplay logic from visual rendering, allowing players to configure characters, states, and rules much like a game developer while preserving coherent game mechanics.
Video-OPSD reveals that focusing on privileged visual evidence can drastically improve the efficiency and effectiveness of self-distillation in Video-LLMs.
Mechanics-consistent game generation is now achievable, with StatePlay improving fidelity by over 18% compared to traditional models.
Subgraph filter learning can achieve superior performance over traditional methods, even with incomplete graph information.
Image editing benchmarks are broken: even GPT-4 is worse than the new PVC-Judge model at assessing visual consistency in edited images.