Acun, Bilge
- Sustainable AI: Environmental Implications, Challenges and Opportunities
2021/10/30 by Carole-Jean Wu, Ramya Raghavendra, Wu, Carole-Jean +47 · 31 citations
Engineering · Computer Science · #Green IT and Sustainability #IoT and Edge/Fog Computing #Mobile Crowdsensing and Crowdsourcing
- DataPerf: Benchmarks for Data-Centric AI Development
2022/07/20 by Mark Mazumder, Mazumder, Mark, Colby Banbury +78 · 8 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models
2021/01/25 by Chunxing Yin, Yin, Chunxing, Bilge Acun +4 · 6 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
- Understanding Training Efficiency of Deep Learning Recommendation Models at Scale
2020/11/11 by Bilge Acun, Acun, Bilge, M. Murphy +9 · 2 citations
Computer Science · #Recommender Systems and Techniques #Stochastic Gradient Optimization Techniques #Advanced Neural Network Applications
- RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation
2022/01/25 by Geet Sethi, Sethi, Geet, Bilge Acun +9 · 2 citations
Computer Science · #Recommender Systems and Techniques #Text and Document Classification Technologies #Image Retrieval and Classification Techniques
- MAD Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed Systems
2023/10/04 by Samuel Hsia, Hsia, Samuel, Alicia Golden +13 · 3 citations
Computer Science · #Advanced Neural Network Applications #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- MP-Rec: Hardware-Software Co-Design to Enable Multi-Path Recommendation
2023/02/21 by Hsia, Samuel, Gupta, Udit, Acun, Bilge +5 · 2 citations
#C.1 #FOS: Computer and information sciences #H.0 #Hardware Architecture (cs.AR) #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- Hybrid Architectures for Language Models: Systematic Analysis and Design Insights
2025/10/06 by Sangmin Bae, Bae, Sangmin, Bilge Acun +13 · 1 voice · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #cs.CL
- Carbon Responder: Coordinating Demand Response for the Datacenter Fleet
2023/11/14 by Jiali Xing, Bilge Acun, Xing, Jiali +13 · 2 citations
Computer Science · Engineering · #Caching and Content Delivery #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Green IT and Sustainability #Hardware Architecture (cs.AR) #Parallel #and Cluster Computing (cs.DC)
- Beyond Efficiency: Scaling AI Sustainably
2024/06/08 by Wu, Carole-Jean, Acun, Bilge, Raghavendra, Ramya +1 · 2 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Scalable LLM Math Reasoning Acceleration with Low-rank Distillation
2025/05/08 by Dong, Harry, Acun, Bilge, Chen, Beidi +1 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Data Acquisition: A New Frontier in Data-centric AI
2023/11/22 by Lingjiao Chen, Chen, Lingjiao, Bilge Acun +19 · 1 citation
Decision Sciences · Business, Management and Accounting · Computer Science · #Data Quality and Management #Big Data and Business Intelligence #Privacy-Preserving Technologies in Data
- Is Flash Attention Stable?
2024/05/05 by Alicia Golden, Golden, Alicia, Samuel Hsia +19 · 2 citations
Engineering · Medicine · #Advanced Image Fusion Techniques #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Ocular and Laser Science Research #Parallel #Retinal Imaging and Analysis #and Cluster Computing (cs.DC)
- CHAI: Clustered Head Attention for Efficient LLM Inference
2024/03/12 by Saurabh Agarwal, Agarwal, Saurabh, Bilge Acun +12 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis
- Unlocking the Potential of Renewable Energy Through Curtailment Prediction
2024/05/28 by Acun, Bilge, Morgan, Brent, Richardson, Henry +2 · 1 citation
#FOS: Electrical engineering #FOS: Physical sciences #Physics and Society (physics.soc-ph) #Systems and Control (eess.SY) #electronic engineering #information engineering
- CATransformers: Carbon Aware Transformers Through Joint Model-Hardware Optimization
2025/05/02 by Irène Wang, Wang, Irene, Newsha Ardalani +15 · 2 citations
Computer Science · Engineering · Materials Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Green IT and Sustainability #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning in Materials Science