Topology-Aware Representation Alignment for Semi-Supervised Vision-Language Learning

arXiv:2604.26370 · cs.CV, cs.LG, math.AT · Submitted 2026-04-29 · Read on arXiv

cs.CV, cs.LG, math.AT

Submitted: 2026-04-29

Updated: 2026-10-14

Terminology

• Alignment — 4× in this paper · explained in 1 episode
• Alignment Methods — 1× in this paper · explained in 1 episode
• Persistent Homology — 1× in this paper · explained in 3 episodes
• Vision-language models — 1× in this paper · explained in 2 episodes

Related papers

• Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
• AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
• Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
• MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
• TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
• A Survey on Efficient Vision-Language-Action Models