4 papers · 1 filter
PRISM: A Category-Theoretic Framework for Measuring and Refining Multimodal Analogies
Mirella Zeisler, Ojas Shirekar, Mircea Licǎ +1
Analogical reasoning involves identifying and preserving relational structures across domains. However, existing approaches to AI-driven multimodal analogy generation lack an inter…
OverForge: Reasoning Through Strategies and Tactics Helps Cooperative Lifelong Adaptation
Oana Madalina Fron, Ojas Shirekar, Chirag Raman
Cooperative language-model agents must coordinate over long horizons and adapt to changing environments and to partners with unfamiliar conventions, yet existing agents map observa…
Generative Interactions: Weaving Multiparty Human Motion with Bilevel Latent Dynamics
Ojas Shirekar, Yash Surange, Agustinas Jučas +1
Human social behaviour is not a collection of independent motions, but a jointly organised process in which group dynamics and individual variation continuously shape one another.…
Controlled Face Manipulation and Synthesis for Data Augmentation
Joris Kirchner, Amogh Gudi, Marian Bittner +1
Deep learning vision models excel with abundant supervision, but many applications face label scarcity and class imbalance. Controllable image editing can augment scarce labeled da…