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Nedko Savov

3 accepted papers

2025

Exploration-Driven Generative Interactive Environments

CVPR 2025poster

Modern world models require costly and time-consuming collection of large video datasets with action demonstrations by people or by environment-specific agents. To simplify training, we focus on using many virtual environments for inexpensive, automatically collected interaction data. Genie, a recen…

2025

Leveraging Driver Field-of-View for Multimodal Ego-Trajectory Prediction

ICLR 2025poster

Understanding drivers’ decision-making is crucial for road safety. Although predicting the ego-vehicle’s path is valuable for driver-assistance systems, existing methods mainly focus on external factors like other vehicles’ motions, often neglecting the driver’s attention and intent. To address this…

2025

StateSpaceDiffuser: Bringing Long Context to Diffusion World Models

NeurIPS 2025poster

World models have recently gained prominence for action-conditioned visual prediction in complex environments. However, relying on only a few recent observations causes them to lose long-term context. Consequently, within a few steps, the generated scenes drift from what was previously observed, und…

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