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Chen, Yifan

  1. SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
    2025/02/20 by M-A-P Team, Xinrun Du, P Team +179 · 69 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, Bamdad Hosseini, Chen, Yifan +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, Yang, Zehui, Yifan Chen +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, Wu, Zihui, Yu Sun +9 · 19 citations
    Mathematics · Medicine · Computer Science · #Statistical Methods and Inference #Medical Imaging Techniques and Applications #Gaussian Processes and Bayesian Inference
  5. 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 · 10 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
  6. Skyformer: Remodel Self-Attention with Gaussian Kernel and Nyström Method
    2021/10/29 by Chen, Yifan, Zeng, Qi, Ji, Heng +1 · 8 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  7. Probabilistic Forecasting with Stochastic Interpolants and Föllmer Processes
    2024/03/20 by Chen, Yifan, Goldstein, Mark, Hua, Mengjian +3 · 12 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  8. 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
  9. Sparse Cholesky Factorization for Solving Nonlinear PDEs via Gaussian Processes
    2023/04/03 by Yifan Chen, Houman Owhadi, Chen, Yifan +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)
  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. Provable Probabilistic Imaging using Score-Based Generative Priors
    2023/10/16 by Sun, Yu, Wu, Zihui, Chen, Yifan +2 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  12. Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue
    2023/10/23 by Liu, Yuanxing, Zhang, Wei-Nan, Chen, Yifan +6 · 6 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  13. 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
  14. Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model
    2024/06/13 by Wang, Meng, Lin, Tian, Lin, Aidi +46 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  15. Optimal transport natural gradient for statistical manifolds with continuous sample space
    2018/05/22 by Chen, Yifan, Li, Wuchen · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Statistics Theory (math.ST)
  16. LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation
    2025/02/28 by Li, Haitao, Chen, Yifan, Hu, Yiran +7 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  17. 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)
  18. Sampling via Gradient Flows in the Space of Probability Measures
    2023/10/05 by Yifan Chen, Chen, Yifan, Daniel Zhengyu Huang +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
  19. LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch
    2024/09/04 by Xiaoyuan Zhang, Zhang, Xiaoyuan, Liang Zhao +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)
  20. Galaxy Tomography with the Gravitational Wave Background from Supermassive Black Hole Binaries
    2024/11/08 by Chen, Yifan, Daniel, Matthias, D'Orazio, Daniel J. +107 · 4 citations
    #Astrophysics of Galaxies (astro-ph.GA) #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)
  21. Fisher-Rao Gradient Flow: Geodesic Convexity and Functional Inequalities
    2024/07/22 by Carrillo, José A., Chen, Yifan, Huang, Daniel Zhengyu +2 · 3 citations
    #Analysis of PDEs (math.AP) #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Machine Learning (cs.LG) #Statistics Theory (math.ST)
  22. ComKD-CLIP: Comprehensive Knowledge Distillation for Contrastive Language-Image Pre-traning Model
    2024/08/08 by Chen, Yifan, Qiao, Xiaozhen, Sun, Zhe +1 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  23. Fundamental Physics Opportunities with the Next-Generation Event Horizon Telescope
    2023/12/04 by Ayzenberg, Dimitry, Blackburn, Lindy, Brito, Richard +45 · 3 citations
    #FOS: Physical sciences #General Relativity and Quantum Cosmology (gr-qc) #High Energy Astrophysical Phenomena (astro-ph.HE) #High Energy Physics - Phenomenology (hep-ph) #High Energy Physics - Theory (hep-th) #Instrumentation and Methods for Astrophysics (astro-ph.IM)
  24. Consistency of Empirical Bayes And Kernel Flow For Hierarchical Parameter Estimation
    2020/05/22 by Yifan Chen, Chen, Yifan, Houman Owhadi +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)
  25. 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
  26. 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
  27. Efficient, Multimodal, and Derivative-Free Bayesian Inference With Fisher-Rao Gradient Flows
    2024/06/25 by Chen, Yifan, Huang, Daniel Zhengyu, Huang, Jiaoyang +2 · 2 citations
    #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  28. 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
  29. Split Gibbs Discrete Diffusion Posterior Sampling
    2025/03/03 by Chu, Wenda, Wu, Zihui, Chen, Yifan +2 · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  30. Dynamical Lensing Tomography of Black Hole Ringdown
    2024/08/19 by Zhong, Zhen, Cardoso, Vitor, Chen, Yifan · 2 citations
    #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #General Relativity and Quantum Cosmology (gr-qc) #High Energy Astrophysical Phenomena (astro-ph.HE)
  31. Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequences
    2021/12/10 by Chen, Yifan, Zeng, Qi, Hakkani-Tur, Dilek +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  32. Calibrate and Debias Layer-wise Sampling for Graph Convolutional Networks
    2022/06/01 by Chen, Yifan, Xu, Tianning, Hakkani-Tur, Dilek +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. Enhancement of quantum coherence in solid-state qubits via interface engineering
    2025/07/03 by Lo, Wing Ki, Zhang, Yaowen, Chow, Ho Yin +8 · 4 citations
    #FOS: Physical sciences #Mesoscale and Nanoscale Physics (cond-mat.mes-hall) #Quantum Physics (quant-ph)
  34. Probing Fundamental Constant Oscillation in the Galactic Center with S-Star Spectroscopy
    2025/07/10 by Zhaoyu Bai, Vítor Cardoso, Vitor 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
  35. CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation
    2025/02/25 by Haitao Li, Jiadan Ye, Li, Haitao +19 · 2 citations
    Social Sciences · Computer Science · #Artificial Intelligence in Law #Multi-Agent Systems and Negotiation
  36. Ground Calibration Result of the Wide-field X-ray Telescope (WXT) onboard the Einstein Probe
    2025/05/25 by Cheng, Huaqing, Zhang, Chen, Ling, Zhixing +24 · 3 citations
    #FOS: Physical sciences #High Energy Astrophysical Phenomena (astro-ph.HE) #High Energy Physics - Experiment (hep-ex) #Instrumentation and Detectors (physics.ins-det) #Instrumentation and Methods for Astrophysics (astro-ph.IM)
  37. Ultralight Boson Ionization from Comparable-Mass Binary Black Holes
    2025/09/11 by Guo, Yuhao, Zhong, Zhen, Chen, Yifan +3 · 7 citations
    #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)
  38. Calabi-Yau metrics of Calabi type with polynomial rate of convergence
    2024/04/28 by Chen, Yifan · 1 citation
    #Differential Geometry (math.DG) #FOS: Mathematics
  39. A Gromov--Wasserstein Geometric View of Spectrum-Preserving Graph Coarsening
    2023/06/15 by Yifan Chen, Chen, Yifan, Rentian Yao +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
  40. Theseus: Exploring Efficient Wafer-Scale Chip Design for Large Language Models
    2024/07/02 by Jingchen Zhu, Zhu, Jingchen, Chenhao Xue +17 · 1 citation
    Computer Science · Engineering · #Embedded Systems Design Techniques #Modular Robots and Swarm Intelligence #VLSI and FPGA Design Techniques
  41. Lipschitz-Guided Design of Interpolation Schedules in Generative Models
    2025/09/01 by Yifan Chen, Chen, Yifan, Eric Vanden‐Eijnden +3 · 3 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis #Stochastic Gradient Optimization Techniques
  42. 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
  43. SentenceVAE: Enable Next-sentence Prediction for Large Language Models with Faster Speed, Higher Accuracy and Longer Context
    2024/08/01 by An, Hongjun, Chen, Yifan, Sun, Zhe +1 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  44. Convergence of Unadjusted Langevin in High Dimensions: Delocalization of Bias
    2024/08/20 by Yifan Chen, Chen, Yifan, Xiaoou Cheng +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
  45. MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models
    2023/07/18 by Tianxin Wei, Ai, Mengting, Yifan Chen +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
  46. Towards Robust Influence Functions with Flat Validation Minima
    2025/05/25 by Ye, Xichen, Wu, Yifan, Zhang, Weizhong +2 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  47. Combining deep learning and crowdsourcing geo-images to predict housing quality in rural China
    2022/08/15 by Xu, Weipan, Gu, Yu, Chen, Yifan +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  48. Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation
    2024/05/21 by Yifan Chen, Bamdad Hosseini, Chen, Yifan +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
  49. 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
  50. On Kähler-Einstein Currents
    2025/02/13 by Chen, Yifan, Chiu, Shih-Kai, Hallgren, Max +3 · 1 citation
    #53C25 #Differential Geometry (math.DG) #FOS: Mathematics
  51. Active Negative Loss: A Robust Framework for Learning with Noisy Labels
    2024/12/03 by Ye, Xichen, Wu, Yifan, Wang, Yiqi +3 · 1 citation
    #62H35 #68T05 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.6 #I.4.8
  52. Learning Patient-Specific Disease Dynamics with Latent Flow Matching for Longitudinal Imaging Generation
    2025/12/09 by Chen, Hao, Yin, Rui, Chen, Yifan +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences