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Research
arXiv preprint 2026
One flow matching Transformer, trained from scratch, models images and text jointly in the continuous spaces of frozen pretrained encoders. Text-to-image generation, visual understanding and joint generation become paths through one square of noise levels.
arXiv preprint 2026
An agent memory made of ordinary files: episodic, spatial, semantic, procedural and working memory, linked by searchable records that point back to the original multimodal observations.
International Conference on Research in Computational Molecular Biology (RECOMB) 2025
A new type of vector-based neural network combines directional 3D weights with equivariant message passing.
Conference and Workshop on Neural Information Processing Systems (NeurIPS) 2024
A novel flow matching framework on the manifold of parameterized probability measures for discrete generation.
International Conference on Machine Learning (ICML) 2024
The first multi-modal multi-task flow matching method for target-specific full-atom peptide design and analysis.
International Conference on Machine Learning (ICML) 2022 Spotlight
Addressing model-guided sequence design using evolutionary search to find high-fitness mutants with low mutation counts.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2022 Oral
Learning virtual orientations for each point. Projecting neighbor points to local orientations before aggregating information from them.