Yang, Jiyan
- A Study of BFLOAT16 for Deep Learning Training
2019/05/29 by Dhiraj Kalamkar, Dheevatsa Mudigere, Kalamkar, Dhiraj +35 · 47 citations
Computer Science · Mathematics · #Advanced Neural Network Applications #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Tensor decomposition and applications
- Software-Hardware Co-design for Fast and Scalable Training of Deep Learning Recommendation Models
2021/04/12 by Dheevatsa Mudigere, Yuchen Hao, Mudigere, Dheevatsa +103 · 14 citations
Computer Science · #Parallel Computing and Optimization Techniques #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques
- Quasi-Monte Carlo Feature Maps for Shift-Invariant Kernels
2014/12/29 by Haim Avron, Avron, Haim, Vikas Sindhwani +5 · 7 citations
Mathematics · Medicine · Physics and Astronomy · #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Approximation and Integration #Medical Imaging Techniques and Applications #Nuclear Physics and Applications #Numerical Analysis (math.NA)
- Mixed Dimension Embeddings with Application to Memory-Efficient Recommendation Systems
2019/09/25 by Antonio Ginart, Maxim Naumov, Ginart, Antonio +7 · 12 citations
Computer Science · #Advanced Graph Neural Networks #Caching and Content Delivery #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Recommender Systems and Techniques
- Sub-sampled Newton Methods with Non-uniform Sampling
2016/07/02 by Peng Xu, Xu, Peng, Jiyan Yang +7 · 6 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Enhancing Embedding Representation Stability in Recommendation Systems with Semantic ID
2025/04/02 by Carolina Zheng, Zheng, Carolina, Minhui Huang +32 · 18 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques #Topic Modeling
- Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems
2020/03/20 by Naumov, Maxim, Kim, John, Mudigere, Dheevatsa +12 · 4 citations
#68M10 #68T05 #C.2.1 #Distributed #FOS: Computer and information sciences #H.3.3 #I.2.6 #Parallel #and Cluster Computing (cs.DC)
- AdaTT: Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
2023/04/11 by Danwei Li, Li, Danwei, Zhengyu Zhang +13 · 5 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning in Healthcare #Recommender Systems and Techniques
- Post-Training 4-bit Quantization on Embedding Tables
2019/11/05 by Hui Guan, Guan, Hui, Andrey Malevich +7 · 3 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Image and Video Retrieval Techniques #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Recommender Systems and Techniques
- External Large Foundation Model: How to Efficiently Serve Trillions of Parameters for Online Ads Recommendation
2025/02/20 by Mingfu Liang, Xi Liu, Liang, Mingfu +195 · 6 citations
Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Consumer Market Behavior and Pricing #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Recommender Systems and Techniques
- Distributed Online Modified Greedy Algorithm for Networked Storage Operation under Uncertainty
2014/06/18 by Qin, Junjie, Chow, Yinlam, Yang, Jiyan +1 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- Weighted SGD for ℓp Regression with Randomized Preconditioning
2015/02/12 by Jiyan Yang, Yinlam Chow, Yang, Jiyan +5 · 1 citation
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking
2023/07/12 by Xuewei Wang, Wang, Xuewei, Qiang Jin +23 · 2 citations
Computer Science · #Expert finding and Q&A systems #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Recommender Systems and Techniques
- CPR: Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery
2020/11/05 by Maeng, Kiwan, Bharuka, Shivam, Gao, Isabel +8 · 1 citation
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- A Collaborative Ensemble Framework for CTR Prediction
2024/11/20 by Xiaolong Liu, Zhichen Zeng, Liu, Xiaolong +29 · 2 citations
Engineering · #Drilling and Well Engineering #Advanced X-ray and CT Imaging
- The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit
2025/01/04 by Huixue Zhou, Zhou, Huixue, Hengrui Gu +32 · 1 citation
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Digital Rights Management and Security
- InterFormer: Effective Heterogeneous Interaction Learning for Click-Through Rate Prediction
2024/11/15 by Xiaolong Liu, Zeng, Zhichen, Liu, Xiaolong +46 · 1 citation
Computer Science · Social Sciences · #Advanced Computing and Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Image and Video Quality Assessment #Information Retrieval (cs.IR) #Machine Learning (cs.LG)