Maximize GPU efficiency while reducing energy costs in deep learning environments.
Kawsar Haghshenas, Mona Hashemi
― 6 min read
Latest Articles for Deep Learning
Learn how TCS improves AI model training efficiency and adaptability.
Junjie Zhou, Ke Zhu, Jianxin Wu
― 7 min read
Discover how STEAM is reshaping deep learning with efficient attention mechanisms.
Rishabh Sabharwal, Ram Samarth B B, Parikshit Singh Rathore
― 8 min read
A new method to create efficient synthetic datasets for deep learning models.
Xinhao Zhong, Bin Chen, Hao Fang
― 7 min read
New dataset enables better comparisons of CT reconstruction algorithms.
Maximilian B. Kiss, Ander Biguri, Zakhar Shumaylov
― 7 min read
Discover how adversarial examples challenge cybersecurity and the defenses against them.
Li Li
― 5 min read
Learn how MIAdam enhances model performance and generalization in deep learning.
Long Jin, Han Nong, Liangming Chen
― 6 min read
A tool for spotting design smells in Python and C/C++ deep learning code.
Zengyang Li, Xiaoyong Zhang, Wenshuo Wang
― 6 min read
Discover how segmented deep hashing transforms code retrieval for developers.
Wenchao Gu, Ensheng Shi, Yanlin Wang
― 7 min read
Combining CNNs and attention methods for better image classification performance.
Nikhil Kapila, Julian Glattki, Tejas Rathi
― 7 min read
This report addresses the impact of noisy labels on machine learning models.
Wenxiao Fan, Kan Li
― 6 min read
DQA offers a smart solution for efficient deep quantization in resource-limited devices.
Wenhao Hu, Paul Henderson, José Cano
― 6 min read
TARDIS helps models identify unfamiliar data in satellite imagery for better accuracy.
Burak Ekim, Girmaw Abebe Tadesse, Caleb Robinson
― 6 min read
Discover how the SCG method optimizes deep learning efficiently.
Naoki Sato, Koshiro Izumi, Hideaki Iiduka
― 6 min read
A new approach improves understanding of neural network similarities.
András Balogh, Márk Jelasity
― 6 min read
Learn how small models gain strength from their larger mentors.
Gereziher Adhane, Mohammad Mahdi Dehshibi, Dennis Vetter
― 7 min read
Learn how to align 3D views for accurate visualizations.
Jiaqi Yang, Chu'ai Zhang, Zhengbao Wang
― 5 min read
A guide to understanding and addressing faults in deep learning models.
Gunel Jahangirova, Nargiz Humbatova, Jinhan Kim
― 5 min read
Research shows depthwise convolutional networks maintain general filters across tasks.
Zahra Babaiee, Peyman M. Kiasari, Daniela Rus
― 6 min read
Innovative approach improves detection of seizure beginnings for better epilepsy management.
Zheng Chen, Yasuko Matsubara, Yasushi Sakurai
― 6 min read
Gradient Agreement Filtering improves efficiency and accuracy in model training.
Francois Chaubard, Duncan Eddy, Mykel J. Kochenderfer
― 7 min read
A new method that speeds up deep learning training without major changes.
Evgeny Hershkovitch Neiterman, Gil Ben-Artzi
― 6 min read
Discover how attention mechanisms enhance deep learning across various applications.
Tianyu Ruan, Shihua Zhang
― 5 min read
Discover how UNet tackles image processing challenges while saving memory.
Lingxiao Yin, Wei Tao, Dongyue Zhao
― 6 min read
Explore how PCEE improves AI models' efficiency without sacrificing accuracy.
Mehrnaz Mofakhami, Reza Bayat, Ioannis Mitliagkas
― 6 min read
PTQ4VM enhances Visual Mamba's performance through innovative quantization methods.
Younghyun Cho, Changhun Lee, Seonggon Kim
― 7 min read
A new routing method enhances deep learning model efficiency using attention maps.
Advait Gadhikar, Souptik Kumar Majumdar, Niclas Popp
― 5 min read