3 papers
cs.LG2026
Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization
Kristi Topollai, Allan Ma, Tolga Dimlioglu +2
Communication-efficient distributed optimizers such as DiLoCo reduce synchronization costs by letting workers perform many local updates before aggregating their progress with an o…
cs.LG2024
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling
Harit Vishwakarma, Reid, Chen +4
Auto-labeling is an important family of techniques that produce labeled training sets with minimum manual labeling. A prominent variant, threshold-based auto-labeling (TBAL), works…
cs.CV2024
Multimodal Data Curation via Object Detection and Filter Ensembles
Tzu-Heng Huang, Changho Shin, Sui Jiet Tay +2
We propose an approach for curating multimodal data that we used for our entry in the 2023 DataComp competition filtering track. Our technique combines object detection and weak su…