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Ma, Pingchuan

  1. Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens
    2025/08/02 by Chengshuai Zhao, Zhao, Chengshuai, Zhen Tan +13 · 35 voices · 20 citations
    #cs.AI #cs.CL #cs.LG
  2. KAN 2.0: Kolmogorov-Arnold Networks Meet Science
    2024/08/19 by Ziming Liu, Liu, Ziming, Pingchuan Ma +7 · 1 voice · 25 citations
    #cs.LG #cs.AI #physics.comp-ph #physics.data-an
  3. End-to-end Audiovisual Speech Recognition
    2018/02/18 by Stavros Petridis, Themos Stafylakis, Petridis, Stavros +9 · 1 voice · 4 citations
    #cs.CV
  4. Lipreading using Temporal Convolutional Networks
    2020/01/23 by Martinez, Brais, Ma, Pingchuan, Petridis, Stavros +1 · 10 citations
    #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
  5. LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery
    2024/05/16 by Pingchuan Ma, Ma, Pingchuan, Tsun-Hsuan Wang +13 · 21 citations
    Decision Sciences · #Scientific Computing and Data Management
  6. DiffPD: Differentiable Projective Dynamics
    2021/01/15 by Du, Tao, Wu, Kui, Ma, Pingchuan +4 · 11 citations
    #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG)
  7. End-to-end Audio-visual Speech Recognition with Conformers
    2021/02/12 by Ma, Pingchuan, Petridis, Stavros, Pantic, Maja · 12 citations
    #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #electronic engineering #information engineering
  8. ZigMa: A DiT-style Zigzag Mamba Diffusion Model
    2024/03/20 by Vincent Tao Hu, Stefan Andreas Baumann, Hu, Vincent Tao +10 · 14 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  9. SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner
    2024/06/08 by Wang, Xunguang, Wu, Daoyuan, Ji, Zhenlan +7 · 15 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  10. Learning Neural Constitutive Laws From Motion Observations for Generalizable PDE Dynamics
    2023/04/27 by Pingchuan Ma, Peter Yichen Chen, Ma, Pingchuan +11 · 10 citations
    Physics and Astronomy · Engineering · Computer Science · #Model Reduction and Neural Networks #Robot Manipulation and Learning #Human Pose and Action Recognition
  11. Physically Compatible 3D Object Modeling from a Single Image
    2024/05/30 by Minghao Guo, Bohan Wang, Guo, Minghao +15 · 11 citations
    Computer Science · Earth and Planetary Sciences · #3D Surveying and Cultural Heritage #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction
  12. Split and Merge: Aligning Position Biases in LLM-based Evaluators
    2023/09/29 by Zongjie Li, Chaozheng Wang, Li, Zongjie +10 · 9 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  13. Jointly Learning Visual and Auditory Speech Representations from Raw Data
    2022/12/12 by Haliassos, Alexandros, Ma, Pingchuan, Mira, Rodrigo +2 · 8 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Sound (cs.SD)
  14. Efficient Continuous Pareto Exploration in Multi-Task Learning
    2020/06/29 by Pingchuan Ma, Ma, Pingchuan, Tao Du +3 · 6 citations
    Computer Science · #Educational Technology and Assessment #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms
  15. Large Language Models are Strong Audio-Visual Speech Recognition Learners
    2024/09/18 by Cappellazzo, Umberto, Kim, Minsu, Chen, Honglie +5 · 14 citations
    #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Multimedia (cs.MM) #Sound (cs.SD) #electronic engineering #information engineering
  16. ASAP: Automated Sequence Planning for Complex Robotic Assembly with Physical Feasibility
    2023/09/29 by Yunsheng Tian, Tian, Yunsheng, Karl D. D. Willis +23 · 6 citations
    Engineering · Computer Science · #Manufacturing Process and Optimization #Image Processing and 3D Reconstruction #3D Shape Modeling and Analysis
  17. How Can Large Language Models Help Humans in Design and Manufacturing?
    2023/07/25 by Liane Makatura, Michael Foshey, Makatura, Liane +33 · 6 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #BIM and Construction Integration #Computation and Language (cs.CL) #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Software Engineering Research
  18. DiffuseBot: Breeding Soft Robots With Physics-Augmented Generative Diffusion Models
    2023/11/28 by Wang, Tsun-Hsuan, Zheng, Juntian, Ma, Pingchuan +6 · 6 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  19. Motion Flow Matching for Human Motion Synthesis and Editing
    2023/12/14 by Vincent Tao Hu, Hu, Vincent Tao, Wenzhe Yin +17 · 6 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Motion and Animation #Human Pose and Action Recognition
  20. TorchAudio 2.1: Advancing speech recognition, self-supervised learning, and audio processing components for PyTorch
    2023/10/27 by Hwang, Jeff, Hira, Moto, Chen, Caroline +21 · 6 citations
    #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
  21. DepthFM: Fast Monocular Depth Estimation with Flow Matching
    2024/03/20 by Gui, Ming, Schusterbauer, Johannes, Prestel, Ulrich +6 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  22. RISP: Rendering-Invariant State Predictor with Differentiable Simulation and Rendering for Cross-Domain Parameter Estimation
    2022/05/11 by Pingchuan Ma, Tao Du, Ma, Pingchuan +7 · 4 citations
    Computer Science · Medicine · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO) #Stroke Rehabilitation and Recovery
  23. Testing and Understanding Erroneous Planning in LLM Agents through Synthesized User Inputs
    2024/04/27 by Zhenlan Ji, Daoyuan Wu, Ji, Zhenlan +7 · 6 citations
    Computer Science · #Multi-Agent Systems and Negotiation #Logic, Reasoning, and Knowledge #AI-based Problem Solving and Planning
  24. On Extracting Specialized Code Abilities from Large Language Models: A Feasibility Study
    2023/03/06 by Zongjie Li, Li, Zongjie, Chaozheng Wang +12 · 5 citations
    Computer Science · #Software Engineering Research #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques
  25. Diffusion Models and Representation Learning: A Survey
    2024/06/30 by Michael Fuest, Fuest, Michael, Pingchuan Ma +8 · 7 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare #Natural Language Processing Techniques #Speech Recognition and Synthesis
  26. Audio-Visual Speech Recognition With A Hybrid CTC/Attention Architecture
    2018/09/28 by Petridis, Stavros, Stafylakis, Themos, Ma, Pingchuan +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  27. Demonstration of InsightPilot: An LLM-Empowered Automated Data Exploration System
    2023/04/02 by Pingchuan Ma, Ma, Pingchuan, Rui Ding +7 · 4 citations
    Decision Sciences · Computer Science · #Data Quality and Management #Topic Modeling #Natural Language Processing Techniques
  28. SoftZoo: A Soft Robot Co-design Benchmark For Locomotion In Diverse Environments
    2023/03/16 by Wang, Tsun-Hsuan, Ma, Pingchuan, Spielberg, Andrew Everett +5 · 4 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG) #Robotics (cs.RO)
  29. XInsight: eXplainable Data Analysis Through The Lens of Causality
    2022/07/26 by Pingchuan Ma, Rui Ding, Ma, Pingchuan +7 · 3 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Big Data Technologies and Applications #Data Mining Algorithms and Applications #Databases (cs.DB) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
  30. Towards Pose-invariant Lip-Reading
    2019/11/14 by Shiyang Cheng, Pingchuan Ma, Cheng, Shiyang +11 · 2 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Facial Nerve Paralysis Treatment and Research #Speech and Audio Processing
  31. Towards Practical Lipreading with Distilled and Efficient Models
    2020/07/13 by Pingchuan Ma, Brais Martínez, Ma, Pingchuan +5 · 2 citations
    Computer Science · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hand Gesture Recognition Systems #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Tactile and Sensory Interactions
  32. LiRA: Learning Visual Speech Representations from Audio through Self-supervision
    2021/06/16 by Ma, Pingchuan, Mira, Rodrigo, Petridis, Stavros +2 · 2 citations
    #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
  33. Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models
    2022/03/30 by Nava, Elvis, Zhang, John Z., Michelis, Mike Y. +5 · 2 citations
    #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Robotics (cs.RO)
  34. NeuralFluid: Neural Fluidic System Design and Control with Differentiable Simulation
    2024/05/22 by Yifei Li, Li, Yifei, Yuchen Sun +11 · 3 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fuzzy Logic and Control Systems #Graphics (cs.GR) #Hydraulic and Pneumatic Systems
  35. Causality-Aided Trade-off Analysis for Machine Learning Fairness
    2023/05/22 by Zhenlan Ji, Ji, Zhenlan, Pingchuan Ma +5 · 2 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Software Engineering (cs.SE)
  36. Explain Any Concept: Segment Anything Meets Concept-Based Explanation
    2023/05/17 by Sun, Ao, Ma, Pingchuan, Yuan, Yuanyuan +1 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  37. Unleashing the Power of Compiler Intermediate Representation to Enhance Neural Program Embeddings
    2022/04/20 by Zongjie Li, Pingchuan Ma, Li, Zongjie +11 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research
  38. InstructTA: Instruction-Tuned Targeted Attack for Large Vision-Language Models
    2023/12/04 by Xunguang Wang, Wang, Xunguang, Zhenlan Ji +7 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  39. Eliminating Information Leakage in Hard Concept Bottleneck Models with Supervised, Hierarchical Concept Learning
    2024/02/03 by Sun, Ao, Yuan, Yuanyuan, Ma, Pingchuan +1 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. A Content Transformation Block For Image Style Transfer
    2020/03/18 by Kotovenko, Dmytro, Sanakoyeu, Artsiom, Ma, Pingchuan +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  41. Learning Cross-lingual Visual Speech Representations
    2023/03/14 by Zinonos, Andreas, Haliassos, Alexandros, Ma, Pingchuan +2 · 1 citation
    #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
  42. ROICtrl: Boosting Instance Control for Visual Generation
    2024/11/27 by Gu, Yuchao, Zhou, Yipin, Ye, Yunfan +5 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  43. SynthVSR: Scaling Up Visual Speech Recognition With Synthetic Supervision
    2023/03/30 by Xubo Liu, Egor Lakomkin, Liu, Xubo +21 · 1 citation
    Computer Science · Engineering · #Speech and Audio Processing #Face recognition and analysis #Indoor and Outdoor Localization Technologies
  44. SparseVSR: Lightweight and Noise Robust Visual Speech Recognition
    2023/07/10 by Fernandez-Lopez, Adriana, Chen, Honglie, Ma, Pingchuan +3 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  45. PIC2O-Sim: A Physics-Inspired Causality-Aware Dynamic Convolutional Neural Operator for Ultra-Fast Photonic Device FDTD Simulation
    2024/06/24 by Ma, Pingchuan, Yang, Haoyu, Gao, Zhengqi +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Optics (physics.optics)
  46. An Empirical Study on Large Language Models in Accuracy and Robustness under Chinese Industrial Scenarios
    2024/01/27 by Zongjie Li, Li, Zongjie, Wenying Qiu +15 · 1 citation
    Computer Science · #Natural Language Processing Techniques
  47. Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges
    2025/06/21 by Zhao Ji, Daoyuan Wu, Ji, Zimo +9 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Information and Cyber Security #Adversarial Robustness in Machine Learning
  48. Medical records condensation: a roadmap towards healthcare data democratisation
    2023/05/05 by Wang, Yujiang, Thakur, Anshul, Dong, Mingzhi +5 · 1 citation
    #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  49. Improving Deep Metric Learning by Divide and Conquer
    2021/09/09 by Sanakoyeu, Artsiom, Ma, Pingchuan, Tschernezki, Vadim +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  50. ADEPT-Z: Zero-Shot Automated Circuit Topology Search for Pareto-Optimal Photonic Tensor Cores
    2024/10/02 by Jiang, Ziyang, Ma, Pingchuan, Zhang, Meng +2 · 1 citation
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Neural and Evolutionary Computing (cs.NE) #Optics (physics.optics)
  51. WaSt-3D: Wasserstein-2 Distance for Scene-to-Scene Stylization on 3D Gaussians
    2024/09/26 by Kotovenko, Dmytro, Grebenkova, Olga, Sarafianos, Nikolaos +8 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  52. Does VLM Classification Benefit from LLM Description Semantics?
    2024/12/16 by Pingchuan Ma, Lennart Rietdorf, Ma, Pingchuan +7 · 1 citation
    Computer Science · #Natural Language Processing Techniques #Semantic Web and Ontologies #Advanced Computational Techniques and Applications
  53. Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks
    2025/11/19 by Ji, Zimo, Wang, Xunguang, Li, Zongjie +6 · 1 citation
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences