Ziming Liu
- KAN: Kolmogorov-Arnold Networks
2024/04/30 by Ziming Liu, Liu, Ziming, Yixuan Wang +13 · 16 voices · 178 citations
Computer Science · #Cognitive Computing and Networks #Computability, Logic, AI Algorithms #cond-mat.dis-nn #cs.AI #cs.LG #stat.ML
- Scientific discovery in the age of artificial intelligence
2023/08/02 by Hanchen Wang, Tianfan Fu, Yuanqi Du +32 · 122 citations
Biochemistry, Genetics and Molecular Biology · Materials Science · #Cell Image Analysis Techniques #Genetics, Bioinformatics, and Biomedical Research #Machine Learning in Materials Science
- KAN 2.0: Kolmogorov-Arnold Networks Meet Science
2024/08/19 by Ziming Liu, Liu, Ziming, Pingchuan Ma +7 · 1 voice · 27 citations
#cs.LG #cs.AI #physics.comp-ph #physics.data-an
- The Clock and the Pizza: Two Stories in Mechanistic Explanation of Neural Networks
2023/06/30 by Ziqian Zhong, Zhong, Ziqian, Ziming Liu +5 · 2 voices · 20 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications #cs.LG
- Towards Understanding Grokking: An Effective Theory of Representation Learning
2022/05/20 by Ziming Liu, O. Kitouni, Liu, Ziming +9 · 34 citations
Computer Science · Neuroscience · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Classical Physics (physics.class-ph) #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural dynamics and brain function #Statistical Mechanics (cond-mat.stat-mech) #Statistical Mechanics and Entropy
- Omnigrok: Grokking Beyond Algorithmic Data
2022/10/03 by Ziming Liu, Eric J. Michaud, Liu, Ziming +3 · 1 voice · 17 citations
Computer Science · Materials Science · Mathematics · Physics and Astronomy · #Machine Learning and Data Classification #Machine Learning in Materials Science #Neural Networks and Applications #cs.AI #cs.LG #physics.data-an #stat.ME #stat.ML
- The Quantization Model of Neural Scaling
2023/03/23 by Eric J. Michaud, Ziming Liu, Michaud, Eric J. +5 · 18 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Neural Networks and Applications #Topic Modeling
- Restart Sampling for Improving Generative Processes
2023/06/26 by Yilun Xu, Xu, Yilun, Mingyang Deng +9 · 14 citations
Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Model Reduction and Neural Networks
- Harmonic Loss Trains Interpretable AI Models
2025/02/03 by David D. Baek, Baek, David D., Ziming Liu +5 · 5 voices · 1 citation
Computer Science · Engineering · #Statistical and Computational Modeling #Energy Load and Power Forecasting
- Region-Adaptive Sampling for Diffusion Transformers
2025/02/14 by Ziming Liu, Yifan Yang, Liu, Ziming +11 · 1 voice · 11 citations
Computer Science · #Blind Source Separation Techniques #cs.AI #cs.CV
- Reading behavior in the digital environment
2005/12/01 by Ziming Liu · 5 citations
Decision Sciences · Computer Science · #Technology Adoption and User Behaviour #Web visibility and informetrics #Digital Communication and Language
- Superposition Yields Robust Neural Scaling
2025/05/15 by Yizhou Liu, Ziming Liu, Liu, Yizhou +3 · 5 voices · 2 citations
#cs.LG #cs.AI #cs.CL
- Neural Thermodynamic Laws for Large Language Model Training
2025/05/15 by Ziming Liu, Liu, Ziming, Yizhou Liu +5 · 2 voices · 4 citations
Computer Science · #Topic Modeling #cs.AI #cs.LG #physics.data-an #stat.ML
- Grokking as Compression: A Nonlinear Complexity Perspective
2023/10/09 by Ziming Liu, Liu, Ziming, Ziqian Zhong +3 · 1 voice · 2 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.AI #cs.LG #stat.ML
- IPG-Net: Image Pyramid Guidance Network for Small Object Detection
2019/12/02 by Ziming Liu, Liu, Ziming, Guangyu Gao +5 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Seeing is Believing: Brain-Inspired Modular Training for Mechanistic Interpretability
2023/05/04 by Ziming Liu, Liu, Ziming, Eric Gan +3 · 4 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Neural Networks and Applications
- Anchor Sampling for Federated Learning with Partial Client Participation
2022/06/13 by Feijie Wu, Wu, Feijie, Song Guo +8 · 3 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- DRPT: Disentangled and Recurrent Prompt Tuning for Compositional Zero-Shot Learning
2023/05/02 by Xiaocheng Lu, Ziming Liu, Lu, Xiaocheng +11 · 3 citations
Computer Science · Dentistry · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Dental Research and COVID-19 #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- GenPhys: From Physical Processes to Generative Models
2023/04/05 by Ziming Liu, Di Luo, Liu, Ziming +7 · 3 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #Computational Physics and Python Applications #Data Analysis #Data Visualization and Analytics #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph) #Scientific Computing and Data Management #Statistics and Probability (physics.data-an)
- Interpretable Machine Learning in Physics: A Review
2025/03/30 by Sebastian J. Wetzel, Seungwoong Ha, Wetzel, Sebastian Johann +6 · 9 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
- Second Order Ensemble Langevin Method for Sampling and Inverse Problems
2022/08/09 by Ziming Liu, Andrew M. Stuart, Liu, Ziming +3 · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Numerical Analysis (math.NA)
- DSP: Dynamic Sequence Parallelism for Multi-Dimensional Transformers
2024/03/15 by Xuanlei Zhao, Shenggan Cheng, Zhao, Xuanlei +10 · 3 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- ProCC: Progressive Cross-primitive Compatibility for Open-World Compositional Zero-Shot Learning
2022/11/19 by Fushuo Huo, Huo, Fushuo, Wenchao Xu +10 · 2 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Stay or Leave? The Role of Air Pollution in Urban Migration Choices
2020/07/27 by Ziming Liu, Lu Yu · 2 citations
Environmental Science · Social Sciences · #Air Quality and Health Impacts #Climate Change, Adaptation, Migration #Urban Transport and Accessibility
- From Deterioration to Acceleration: A Calibration Approach to Rehabilitating Step Asynchronism in Federated Optimization
2021/12/17 by Feijie Wu, Song Guo, Wu, Feijie +11 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- RoboChallenge: Large-scale Real-robot Evaluation of Embodied Policies
2025/10/20 by Adina Yakefu, Yakefu, Adina, Bin Xie +66 · 3 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- Physics of Skill Learning
2025/01/21 by Ziming Liu, Y Liu, Liu, Ziming +7 · 2 citations
Social Sciences · #Artificial Intelligence (cs.AI) #Data Analysis #Education and Critical Thinking Development #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics and Probability (physics.data-an)
- HeteGen: Heterogeneous Parallel Inference for Large Language Models on Resource-Constrained Devices
2024/03/02 by Xuanlei Zhao, Zhao, Xuanlei, Bin Jia +9 · 1 citation
Computer Science · #Topic Modeling
- Opening the AI black box: program synthesis via mechanistic interpretability
2024/02/07 by Eric J. Michaud, Isaac Liao, Michaud, Eric J. +17 · 1 citation
Computer Science · #Computability, Logic, AI Algorithms #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
- OptPDE: Discovering Novel Integrable Systems via AI-Human Collaboration
2024/05/07 by Subhash Kantamneni, Kantamneni, Subhash, Ziming Liu +3 · 1 citation
Decision Sciences · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
- FEASTS Combined with Interferometry (I): Overall Properties of Diffuse HI and Implications for Gas Accretion in Nearby Galaxies
2024/04/15 by Jing Wang, X. Lin, Wang, Jing +41 · 1 citation
Physics and Astronomy · #Astrophysics and Star Formation Studies #Astrophysics of Galaxies (astro-ph.GA) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Stellar, planetary, and galactic studies
- High precision PINNs in unbounded domains: application to singularity formulation in PDEs
2025/06/24 by Yixuan Wang, Wang, Yixuan, Ziming Liu +7 · 3 citations
Engineering · Mathematics · #Electromagnetic Simulation and Numerical Methods #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Numerical methods for differential equations #Numerical methods in engineering
- Expert-as-a-Service: Towards Efficient, Scalable, and Robust Large-scale MoE Serving
2025/09/22 by Ziming Liu, Boyu Tian, Liu, Ziming +33 · 3 citations
Computer Science · Social Sciences · #Context-Aware Activity Recognition Systems #IoT and Edge/Fog Computing #Access Control and Trust
- LLM-Based Emulation of the Radio Resource Control Layer: Towards AI-Native RAN Protocols
2025/05/22 by Ziming Liu, Liu, Ziming, Bryan Liu +5 · 2 citations
Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Robotics and Automated Systems #Signal Processing (eess.SP) #electronic engineering #information engineering