2 papers
cs.DC2026
SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
Jin Lee, Zhonghao Chen, Xuhang He +6
In large-scale LLM pre-training systems with 100k+ GPUs, failures become the norm rather than the exception, and restart costs can dominate wall-clock training time. However, exist…
cs.CV2025
Co-VisiON: Co-Visibility ReasONing on Sparse Image Sets of Indoor Scenes
Chao Chen, Nobel Dang, Juexiao Zhang +7
Humans exhibit a remarkable ability to recognize co-visibility-the 3D regions simultaneously visible in multiple images-even when these images are sparsely distributed across a com…