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CausalOPD reduces the right-label-wrong-reasoning rate from 15.7% to 4.4%, showcasing a breakthrough in accurate causal reasoning for AI models.
Counterfactual training can boost diagnostic accuracy in LLMs by over 11 points without relying on expert-annotated cases.
Multi-agent collaboration in video anomaly understanding leads to a significant boost in detection and verification accuracy, outperforming traditional methods.
MiniWorld enables the training of video world models from scratch in just a few days on a single 8-GPU server, democratizing access to advanced video modeling techniques.
Encoding temporal prediction into video VAEs unlocks faster training, better generative performance, and improved downstream task performance, all at once.