Ma, Pingchuan
- 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
- 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
- End-to-end Audiovisual Speech Recognition
2018/02/18 by Stavros Petridis, Themos Stafylakis, Petridis, Stavros +9 · 1 voice · 4 citations
#cs.CV
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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
- 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)
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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