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Liu, Luyang

  1. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
    2025/07/07 by Gheorghe Comanici, Eric Bieber, Comanici, Gheorghe +6844 · 8 voices · 1374 citations
    #cs.CL #cs.AI
  2. Capabilities of Gemini Models in Medicine
    2024/04/29 by Khaled Saab, Saab, Khaled, Tao Tu +138 · 3 voices · 27 citations
    Computer Science · Decision Sciences · Mathematics · #Mathematical Biology Tumor Growth #Simulation Techniques and Applications #cs.AI #cs.CL #cs.CV #cs.LG
  3. Deliberation in Latent Space via Differentiable Cache Augmentation
    2024/12/23 by Luyang Liu, Liu, Luyang, Joseph J. Pfeiffer +8 · 2 voices · 9 citations
    Computer Science · #Video Analysis and Summarization #cs.AI #cs.CL #cs.LG
  4. A Field Guide to Federated Optimization
    2021/07/14 by Jianyu Wang, Zachary Charles, Wang, Jianyu +103 · 16 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  5. Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models
    2024/01/12 by Yae Jee Cho, Cho, Yae Jee, Luyang Liu +7 · 21 citations
    Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  6. FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction
    2022/12/03 by Samiul Alam, Luyang Liu, Alam, Samiul +5 · 12 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques #and Cluster Computing (cs.DC)
  7. User-LLM: Efficient LLM Contextualization with User Embeddings
    2024/02/21 by Lin Ning, Luyang Liu, Ning, Lin +15 · 11 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
  8. Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage
    2022/03/29 by Zhuohang Li, Li, Zhuohang, Jiaxin Zhang +5 · 6 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Stochastic Gradient Optimization Techniques
  9. Byzantine-robust Federated Learning through Spatial-temporal Analysis of Local Model Updates
    2021/07/03 by Li, Zhuohang, Liu, Luyang, Zhang, Jiaxin +1 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks
    2020/07/06 by Amol Kapoor, Kapoor, Amol, Xue Ben +11 · 5 citations
    Medicine · Mathematics · Social Sciences · #Data-Driven Disease Surveillance #COVID-19 epidemiological studies #Human Mobility and Location-Based Analysis
  11. Augmentations vs Algorithms: What Works in Self-Supervised Learning
    2024/03/08 by Morningstar, Warren, Bijamov, Alex, Duvarney, Chris +8 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. Local Adaptivity in Federated Learning: Convergence and Consistency
    2021/06/04 by Wang, Jianyu, Xu, Zheng, Garrett, Zachary +3 · 1 citation
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #and Cluster Computing (cs.DC)
  13. Smartphone-based Hard-braking Event Detection at Scale for Road Safety Services
    2022/02/04 by Liu, Luyang, Racz, David, Vaillancourt, Kara +9 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. UserSumBench: A Benchmark Framework for Evaluating User Summarization Approaches
    2024/08/30 by Chao Wang, Wang, Chao, Neo Wu +13 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Persona Design and Applications #Recommender Systems and Techniques