3 papers
cs.MM2025
Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generation
Chetwin Low, Weimin Wang, Calder Katyal
Audio-video generation has often relied on complex multi-stage architectures or sequential synthesis of sound and visuals. We introduce Ovi, a unified paradigm for audio-video gene…
cs.LG2024
Differentiable Convex Optimization Layers in Neural Architectures: Foundations and Perspectives
Calder Katyal
The integration of optimization problems within neural network architectures represents a fundamental shift from traditional approaches to handling constraints in deep learning. Wh…
cs.LG2024
Attention-Driven Metapath Encoding in Heterogeneous Graphs
Calder Katyal
One of the emerging techniques in node classification in heterogeneous graphs is to restrict message aggregation to pre-defined, semantically meaningful structures called metapaths…