Nikoli Dryden

1. Sparsity in Deep Learning: Pruning and growth for efficient inference\n and training in neural networks
   2021/01/31 by Torsten Hoefler, Hoefler, Torsten, Dan Alistarh +7 · 51 citations
   Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning and ELM #Neural and Evolutionary Computing (cs.NE)
2. Spatial Mixture-of-Experts
   2022/11/24 by Nikoli Dryden, Torsten Hoefler, Dryden, Nikoli +1 · 4 citations
   Social Sciences · Environmental Science · Computer Science · #Human Mobility and Location-Based Analysis #Flood Risk Assessment and Management #Multimodal Machine Learning Applications
3. ENS-10: A Dataset For Post-Processing Ensemble Weather Forecasts
   2022/06/29 by Saleh Ashkboos, Ashkboos, Saleh, Langwen Huang +13 · 2 citations
   Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate variability and models #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
4. Polar Sparsity: High Throughput Batched LLM Inferencing with Scalable Contextual Sparsity
   2025/05/20 by Susav Shrestha, Brad Settlemyer, Shrestha, Susav +5 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Natural Language Processing Techniques #Topic Modeling
5. Cached Operator Reordering: A Unified View for Fast GNN Training
   2023/08/23 by Julia Bazińska, Bazinska, Julia, Andrei Ivanov +11 · 1 citation
   Computer Science · Engineering · #Advanced Graph Neural Networks #Ferroelectric and Negative Capacitance Devices #Recommender Systems and Techniques