Yifan Chen

1. SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
   2025/02/20 by M-A-P Team, Xinrun Du, P Team +179 · 70 citations
   Social Sciences · #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences
2. Solving and Learning Nonlinear PDEs with Gaussian Processes
   2021/03/24 by Yifan Chen, Chen, Yifan, Bamdad Hosseini +5 · 18 citations
   Computer Science · Decision Sciences · Physics and Astronomy · #34B15 #35R30 #41A15 #47B34 #60G15 #65M75 #65N35 #65N75 #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design
3. Open Source MagicData-RAMC: A Rich Annotated Mandarin Conversational(RAMC) Speech Dataset
   2022/03/31 by Zehui Yang, Yifan Chen, Yang, Zehui +21 · 11 citations
   Computer Science · #Speech Recognition and Synthesis #Speech and dialogue systems #Topic Modeling
4. Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors
   2024/05/29 by Zihui Wu, Yu Sun, Wu, Zihui +9 · 19 citations
   Mathematics · Medicine · Computer Science · #Statistical Methods and Inference #Medical Imaging Techniques and Applications #Gaussian Processes and Bayesian Inference
5. Machine Learning in High Energy Physics Community White Paper
   2018/07/08 by Kim Albertsson, Albertsson, Kim, Piero Altoè +224 · 7 citations
   Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neutrino Physics Research #Particle Detector Development and Performance #Particle physics theoretical and experimental studies
6. Randomly pivoted Cholesky: Practical approximation of a kernel matrix with few entry evaluations
   2022/07/13 by Yifan Chen, Ethan N. Epperly, Chen, Yifan +5 · 11 citations
   Computer Science · Engineering · #65C99 #65F55 #68T05 #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
7. LetsGo: Large-Scale Garage Modeling and Rendering via LiDAR-Assisted Gaussian Primitives
   2024/04/15 by Jiadi Cui, Junming Cao, Cui, Jiadi +17 · 10 citations
   Computer Science · Earth and Planetary Sciences · Environmental Science · #3D Surveying and Cultural Heritage #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Remote Sensing and LiDAR Applications
8. Sparse Cholesky Factorization for Solving Nonlinear PDEs via Gaussian Processes
   2023/04/03 by Yifan Chen, Chen, Yifan, Houman Owhadi +3 · 7 citations
   Computer Science · Mathematics · #60G15 #65F30 #65F50 #65M75 #65N75 #68W40 #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Image and Signal Denoising Methods #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Statistical and numerical algorithms #Statistics Theory (math.ST)
9. Randomly pivoted Cholesky: Practical approximation of a kernel matrix with few entry evaluations
   2024/12/04 by Yifan Chen, Ethan N. Epperly, Joel A. Tropp +1 · 12 citations
   Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Machine Learning and Algorithms
10. Superradiance: Axionic Couplings and Plasma Effects
    2023/06/28 by Thomas F. M. Spieksma, Spieksma, Thomas F. M., Enrico Cannizzaro +7 · 7 citations
    Physics and Astronomy · #Cosmology and Gravitation Theories #Pulsars and Gravitational Waves Research #Astrophysical Phenomena and Observations
11. Error Analysis of Kernel/GP Methods for Nonlinear and Parametric PDEs
    2023/05/08 by Pau Batlle, Batlle, Pau, Yifan Chen +7 · 5 citations
    Physics and Astronomy · Mathematics · Computer Science · #Model Reduction and Neural Networks #Statistical Methods and Inference #Gaussian Processes and Bayesian Inference
12. Neural Ideal Large Eddy Simulation: Modeling Turbulence with Neural Stochastic Differential Equations
    2023/06/01 by Anudhyan Boral, Boral, Anudhyan, Zhong Wan +13 · 4 citations
    Computer Science · Engineering · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Fluid Dynamics and Turbulent Flows #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
13. Gradient Flows for Sampling: Mean-Field Models, Gaussian Approximations and Affine Invariance
    2023/02/21 by Yifan Chen, Chen, Yifan, Daniel Zhengyu Huang +6 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (stat.ML) #Machine Learning and Data Classification #Numerical Analysis (math.NA)
14. Sampling via Gradient Flows in the Space of Probability Measures
    2023/10/05 by Yifan Chen, Daniel Zhengyu Huang, Chen, Yifan +6 · 3 citations
    Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Statistical Mechanics and Entropy
15. LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch
    2024/09/04 by Xiaoyuan Zhang, Liang Zhao, Zhang, Xiaoyuan +11 · 4 citations
    Computer Science · #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Optimization and Control (math.OC)
16. High Performance Monte Carlo Simulation of Ising Model on TPU Clusters
    2019/03/27 by Kun Yang, Yang, Kun, Yifan Chen +7 · 3 citations
    Computer Science · Physics and Astronomy · #Advanced Data Storage Technologies #Computational Physics (physics.comp-ph) #Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Parallel #Parallel Computing and Optimization Techniques #Theoretical and Computational Physics #and Cluster Computing (cs.DC)
17. Consistency of Empirical Bayes And Kernel Flow For Hierarchical Parameter Estimation
    2020/05/22 by Yifan Chen, Houman Owhadi, Chen, Yifan +3 · 2 citations
    Computer Science · #65F12 62C10 41A05 35Q62 #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Machine Learning and Algorithms #Numerical Analysis (math.NA) #Statistics Theory (math.ST)
18. Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations
    2024/04/01 by Huan Zhang, Yifan Chen, Zhang, Huan +5 · 3 citations
    Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Advanced Measurement and Metrology Techniques
19. Illuminating Black Hole Shadow with Dark Matter Annihilation
    2024/04/25 by Yifan Chen, Chen, Yifan, Ran Ding +11 · 2 citations
    Physics and Astronomy · #Adaptive optics and wavefront sensing #Advanced X-ray Imaging Techniques #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #General Relativity and Quantum Cosmology (gr-qc) #High Energy Astrophysical Phenomena (astro-ph.HE) #High Energy Physics - Phenomenology (hep-ph) #Relativity and Gravitational Theory
20. Region-Adaptive Deformable Network for Image Quality Assessment
    2021/04/23 by Shuwei Shi, Qingyan Bai, Shi, Shuwei +11 · 1 citation
    Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Enhancement Techniques #Image and Video Processing (eess.IV) #Image and Video Quality Assessment #electronic engineering #information engineering
21. HyperPINN: Learning parameterized differential equations with physics-informed hypernetworks
    2021/10/28 by Filipe de Avila Belbute-Peres, Yifan Chen, Belbute-Peres, Filipe de Avila +3 · 1 citation
    Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics and Turbulent Flows #Fluid Dynamics and Vibration Analysis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
22. Accelerating Physics Simulations with TPUs: An Inundation Modeling Example
    2022/04/21 by Damien M. Pierce, R. Lily Hu, Pierce, Damien +11 · 1 citation
    Computer Science · #Advanced Data Storage Technologies #Computational Engineering #Computational Physics (physics.comp-ph) #Computational Physics and Python Applications #Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC) #and Science (cs.CE)
23. Probing Fundamental Constant Oscillation in the Galactic Center with S-Star Spectroscopy
    2025/07/10 by Zhaoyu Bai, Vitor Cardoso, Vítor Cardoso +12 · 7 citations
    Physics and Astronomy · #Dark Matter and Cosmic Phenomena #Scientific Research and Discoveries #Stellar, planetary, and galactic studies #astro-ph.HE #gr-qc #hep-ph
24. CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation
    2025/02/25 by Haitao Li, Li, Haitao, Jiadan Ye +19 · 2 citations
    Social Sciences · Computer Science · #Artificial Intelligence in Law #Multi-Agent Systems and Negotiation
25. Overcoming efficiency and cost barriers for large-area quantum dot photovoltaics through stable ink engineering
    2025/04/07 by Guozheng Shi, Xiaobo Ding, Zeke Liu +33 · 1 voice · 1 citation
    Engineering · Materials Science · #Chalcogenide Semiconductor Thin Films #Nanowire Synthesis and Applications #Quantum Dots Synthesis And Properties
26. A Gromov--Wasserstein Geometric View of Spectrum-Preserving Graph Coarsening
    2023/06/15 by Yifan Chen, Rentian Yao, Chen, Yifan +5 · 1 citation
    Computer Science · Medicine · #Advanced Graph Neural Networks #Advanced Neuroimaging Techniques and Applications #Artificial Intelligence (cs.AI) #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
27. FireBench: A High-fidelity Ensemble Simulation Framework for Exploring Wildfire Behavior and Data-driven Modeling
    2024/06/12 by Qing Wang, Matthias Ihme, Wang, Qing +7 · 1 citation
    Environmental Science · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fire effects on ecosystems
28. Lipschitz-Guided Design of Interpolation Schedules in Generative Models
    2025/09/01 by Yifan Chen, Eric Vanden‐Eijnden, Chen, Yifan +3 · 3 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis #Stochastic Gradient Optimization Techniques
29. LayoutDiT: Exploring Content-Graphic Balance in Layout Generation with Diffusion Transformer
    2024/07/21 by Li Yu, Yifan Chen, Li, Yu +14 · 1 citation
    Computer Science · #Video Analysis and Summarization #Semantic Web and Ontologies #Image Retrieval and Classification Techniques
30. Convergence of Unadjusted Langevin in High Dimensions: Delocalization of Bias
    2024/08/20 by Yifan Chen, Xiaoou Cheng, Chen, Yifan +5 · 1 citation
    Computer Science · Mathematics · Physics and Astronomy · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability (math.PR) #Statistical Mechanics and Entropy #Statistical Methods and Inference
31. MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models
    2023/07/18 by Tianxin Wei, Ai, Mengting, Wei, Tianxin +6 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences #Geophysical Methods and Applications #Machine Learning (cs.LG) #Speech Recognition and Synthesis
32. Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation
    2024/05/21 by Yifan Chen, Chen, Yifan, Bamdad Hosseini +5 · 1 citation
    Environmental Science · #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Probability (math.PR) #Soil Geostatistics and Mapping
33. Optimized Gradient Clipping for Noisy Label Learning
    2024/12/12 by Xichen Ye, Ye, Xichen, Yifan Wu +9 · 1 citation
    Engineering · #68T07 #68T10 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.6 #I.2.7 #I.5.1 #Machine Learning (cs.LG) #Transport Systems and Technology
34. Delocalization of bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin
    2026/07/16 by Yifan Chen, Xiaoou Cheng, Jonathan Niles-Weed +1 · 1 voice
    #stat.CO #cs.LG #math.PR #stat.ML
35. RRTrack: Robust and Recoverable Object 6D Pose Tracking for Dynamic Scenes
    2026/07/26 by Junyue Li, Ye Zheng, Yifan Chen +2
    #cs.CV #cs.RO
36. Remedying Coarsening-Based GNN Training under Heterophily via Adaptive Complementary Enhancement
    2026/07/24 by Guoming Li, Jian Yang, Xukun Wang +3
    #cs.LG #cs.NA #eess.SP #math.NA
37. SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents
    2026/07/17 by Yanze Wang, Pengfei Yao, Tianyi Sun +6
    #cs.CL
38. Onboard catalog of known X-ray sources for EP-WXT
    2026/07/19 by He-Yang Liu, Haiwu Pan, Yuan Liu +14
    #astro-ph.IM #astro-ph.HE
39. An MLIR-Based Compilation Method for Large Language Models
    2026/07/17 by Pengchao Hu, Zhibin Xin, Yifan Chen +3
    #cs.CL