5 citations · 5 across the 5 of their papers we have counts for
5 papers
Spatial-ViLT: Enhancing Visual Spatial Reasoning through Multi-Task Learning
Chashi Mahiul Islam, Oteo Mamo, Samuel Jacob Chacko +2
Vision-language models (VLMs) have advanced multimodal reasoning but still face challenges in spatial reasoning for 3D scenes and complex object configurations. To address this, we…
O(1) Communication for Distributed SGD through Two-Level Gradient Averaging
Subhadeep Bhattacharya, Weikuan Yu, Fahim Tahmid Chowdhury
Large neural network models present a hefty communication challenge to distributed Stochastic Gradient Descent (SGD), with a communication complexity of O(n) per worker for a model…
Enhancing MapReduce Fault Recovery Through Binocular Speculation
Huansong Fu, Yue Zhu, Amit Kumar Nath +2
MapReduce speculation plays an important role in finding potential task stragglers and failures. But a tacit dichotomy exists in MapReduce due to its inherent two-phase (map and re…
Development of a Burst Buffer System for Data-Intensive Applications
Teng Wang, Sarp Oral, Michael Pritchard +2
Modern parallel filesystems such as Lustre are designed to provide high, scalable I/O bandwidth in response to growing I/O requirements; however, the bursty I/O characteristics of…
Efficient and Scalable Barrier over Quadrics and Myrinet with a New NIC-Based Collective Message Passing Protocol
Weikuan Yu, Darius Buntinas, Rich L. Graham +1
Modern interconnects often have programmable processors in the network interface that can be utilized to offload communication processing from host CPU. In this paper, we explore d…