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Author

Vicky Kalogeiton

3 papers indexed here

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Preprint Oct 2026

DualHeads: Reward-tilted few-step diffusion made simple

Distilled diffusion models generate high-quality images in a few sampling steps, but aligning them with task requirements and human preferences is difficult. Methods developed for multi-step diffusion models rely on differentiable rewards, or on score fields and stochastic trajectories that distilled generators may lac...

Yuan-Zhi Zhu, Eleftherios Tsonis, Simo Alami Chehboune et al. · 0 citations
Conference Open access Oct 2026

From Cause to Effect: Generating Intermediate Event Chains in Videos

This paper introduces Causal Chain Generation (CCG), a novel task where models have to generate the sequence of intermediate events connecting a cause and an effect, and fine-tune VLMs with GRPO using a composite reward that combines a format reward, SODA-Embedding, and Causal-QA accuracy.

R. Ghermi, Vicky Kalogeiton, Ivan Laptev · 0 citations
Preprint Aug 2026

TAKE 85: Testing Audiovisual filmmaKer's intEnt across 85 Hours of Film

This work introduces TAKE 85, the first benchmark for directorial-intent understanding, comprising 398 short films with expert-verified question-answer pairs spanning global and fine-grained visual and audio intent, and establishes directorial intent as a previously overlooked dimension of multimodal understanding.

Kaishuu Shinozaki-Conefrey, Olivier Pascaud, Robin Courant et al. · 0 citations

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