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Thinking in Video: Can Video Generators Really Reason About the Real World?
The Causal-Generative Dual-Judge (CGDJ) is introduced, auditing World Model Consistency from two perspectives, and analysis exposes audio-visual misalignment, where models verbalize correct causal logic more reliably than they render it, challenging the"world simulator"narrative.
WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition
This work introduces WildFin, a novel benchmark for fish behavior recognition collected and annotated by ecologists, and benchmark modern vision foundation models and quantify tradeoffs between static and spatiotemporal architectures, revealing the substantial gap between current model capabilities and the demands of r...