Siyuan Li
- UniDepth: Universal Monocular Metric Depth Estimation
2024/03/27 by Luigi Piccinelli, Yung-Hsu Yang, Piccinelli, Luigi +11 · 78 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Optical measurement and interference techniques
- CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels
2022/11/25 by Siyuan Li, Li, Siyuan, Sun Li +3 · 27 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
- UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
2022/03/23 by Ye Liu, Liu, Ye, Siyuan Li +9 · 21 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Video Analysis and Summarization
- UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler
2025/02/27 by Luigi Piccinelli, Christos Sakaridis, Piccinelli, Luigi +11 · 44 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Image Processing Techniques and Applications #Optical measurement and interference techniques
- Skywork Open Reasoner 1 Technical Report
2025/05/28 by Junming He, He, Jujie, Liu, Jiacai +29 · 53 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
- SAM 3: Segment Anything with Concepts
2025/11/20 by Nicolas Carion, Laura Gustafson, Carion, Nicolas +73 · 47 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- SimVPv2: Towards Simple yet Powerful Spatiotemporal Predictive Learning
2022/11/22 by Cheng Tan, Zhangyang Gao, Tan, Cheng +5 · 9 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Data Stream Mining Techniques #Machine Learning and Data Classification
- Tracking Every Thing in the Wild
2022/07/26 by Siyuan Li, Li, Siyuan, Martin Danelljan +7 · 8 citations
Computer Science · Environmental Science · #Air Quality Monitoring and Forecasting #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
- UniK3D: Universal Camera Monocular 3D Estimation
2025/03/20 by Luigi Piccinelli, Piccinelli, Luigi, Christos Sakaridis +12 · 2 voices · 14 citations
Computer Science · #Advanced Vision and Imaging #Optical measurement and interference techniques #Advanced Image Processing Techniques
- Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning
2022/11/12 by Ziyi Zhang, Weikai Chen, Zhang, Ziyi +11 · 6 citations
Computer Science · #Domain Adaptation and Few-Shot Learning
- Single Image Deraining: A Comprehensive Benchmark Analysis
2019/03/20 by Siyuan Li, Li, Siyuan, Araujo, Iago Breno +8 · 4 citations
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Image Enhancement Techniques #Video Surveillance and Tracking Methods
- CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition with Variational Alignment
2023/03/10 by Jiangbin Zheng, Yile Wang, Zheng, Jiangbin +13 · 6 citations
Computer Science · Engineering · Psychology · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gait Recognition and Analysis #Hand Gesture Recognition Systems #Hearing Impairment and Communication
- Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training
2023/11/23 by Cheng Tan, Jingxuan Wei, Tan, Cheng +10 · 8 citations
Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- MiniCPM4: Ultra-Efficient LLMs on End Devices
2025/06/09 by Chaojun Xiao, MiniCPM Team, Yuxuan Li +148 · 22 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- LibAM: An Area Matching Framework for Detecting Third-party Libraries in Binaries
2023/05/06 by Siyuan Li, Li, Siyuan, Yongpan Wang +19 · 6 citations
Computer Science · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #K.6.3 #Security and Verification in Computing #Software Engineering (cs.SE) #Web Application Security Vulnerabilities
- AutoMix: Unveiling the Power of Mixup for Stronger Classifiers
2021/03/24 by Zicheng Liu, Siyuan Li, Liu, Zicheng +11 · 4 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and Data Classification
- Hierarchical Reinforcement Learning with Advantage-Based Auxiliary\n Rewards
2019/10/10 by Siyuan Li, Rui Wang, Li, Siyuan +5 · 4 citations
Computer Science · #Software Engineering Research #Reinforcement Learning in Robotics
- Generalized Clustering and Multi-Manifold Learning with Geometric Structure Preservation
2020/09/21 by Lirong Wu, Wu, Lirong, Zicheng Liu +9 · 3 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gait Recognition and Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing #Video Surveillance and Tracking Methods
- Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions
2024/06/09 by Cheng Tan, Dongxin Lyu, Tan, Cheng +13 · 7 citations
Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Interdisciplinary Research and Collaboration #Machine Learning (cs.LG)
- OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning
2023/06/20 by Cheng Tan, Tan, Cheng, Siyuan Li +13 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Time Series Analysis and Forecasting #Video Surveillance and Tracking Methods
- Robust Visual Imitation Learning with Inverse Dynamics Representations
2023/10/22 by Siyuan Li, Li, Siyuan, Xun Wang +13 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- SemiReward: A General Reward Model for Semi-supervised Learning
2023/10/04 by Siyuan Li, Weiyang Jin, Li, Siyuan +11 · 4 citations
Mathematics · #Advanced Statistical Methods and Models #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing
2024/11/18 by Jingxuan Wei, Cheng Tan, Wei, Jingxuan +15 · 8 citations
Computer Science · #Model-Driven Software Engineering Techniques
- Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking
2024/10/02 by Mattia Segù, Luigi Piccinelli, Segu, Mattia +9 · 5 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization
- Re-Dock: Towards Flexible and Realistic Molecular Docking with Diffusion Bridge
2024/02/18 by Yufei Huang, Odin Zhang, Huang, Yufei +13 · 4 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Biomolecules (q-bio.BM) #Chemical Physics (physics.chem-ph) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Molecular Communication and Nanonetworks #Molecular Junctions and Nanostructures #Quantum-Dot Cellular Automata
- CBGBench: Fill in the Blank of Protein-Molecule Complex Binding Graph
2024/06/16 by Haitao Lin, Lin, Haitao, Guojiang Zhao +17 · 5 citations
Biochemistry, Genetics and Molecular Biology · #Artificial Intelligence (cs.AI) #Bioinformatics and Genomic Networks #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning
2024/05/31 by Cheng Tan, Jingxuan Wei, Tan, Cheng +13 · 4 citations
Psychology · Social Sciences · #Educational Strategies and Epistemologies #Education and Critical Thinking Development #Innovative Teaching and Learning Methods
- Context-Aware Policy Reuse
2018/06/11 by Siyuan Li, Fangda Gu, Li, Siyuan +5 · 2 citations
Computer Science · #Reinforcement Learning in Robotics #Network Security and Intrusion Detection #Data Stream Mining Techniques
- Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation
2025/04/01 by Ting Liu, Siyuan Li, Liu, Ting +1 · 7 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
- GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models
2024/06/01 by Zicheng Liu, Liu, Zicheng, Jiahui Li +13 · 4 citations
Biochemistry, Genetics and Molecular Biology · #Cancer Genomics and Diagnostics #Gene expression and cancer classification #Genomics and Phylogenetic Studies
- Behavior Contrastive Learning for Unsupervised Skill Discovery
2023/05/08 by Rushuai Yang, Yang, Rushuai, Chenjia Bai +13 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics
- TopoFR: A Closer Look at Topology Alignment on Face Recognition
2024/10/14 by Jun Dan, Dan, Jun, Yang Liu +11 · 3 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Machine Learning (cs.LG)
- Phase Engineering of Nanomaterials: Transition Metal Dichalcogenides
2024/03/29 by Wei Zhai, Zijian Li, Yongji Wang +17 · 11 citations
Materials Science · Engineering · #2D Materials and Applications #Perovskite Materials and Applications #MXene and MAX Phase Materials
- MAPE-PPI: Towards Effective and Efficient Protein-Protein Interaction Prediction via Microenvironment-Aware Protein Embedding
2024/02/22 by Lirong Wu, Wu, Lirong, Yijun Tian +11 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Bioinformatics and Genomic Networks #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Enhancing Human-like Multi-Modal Reasoning: A New Challenging Dataset and Comprehensive Framework
2023/07/24 by Jingxuan Wei, Wei, Jingxuan, Cheng Tan +13 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Active Hierarchical Exploration with Stable Subgoal Representation Learning
2021/05/31 by Siyuan Li, Li, Siyuan, Jin Zhang +7 · 1 citation
Computer Science · #Advanced Technologies in Various Fields #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Reinforcement Learning in Robotics
- Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing
2025/03/03 by Xiongfei Su, Siyuan Li, Su, Xiongfei +17 · 3 citations
Computer Science · Engineering · #Advanced Image Fusion Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques #Image and Signal Denoising Methods
- Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction
2023/10/14 by Yufei Huang, Huang, Yufei, Siyuan Li +22 · 1 voice · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Computational Drug Discovery Methods #Machine Learning in Bioinformatics #Protein Structure and Dynamics #cs.AI #cs.LG #q-bio.QM
- OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning
2022/09/11 by Siyuan Li, Li, Siyuan, Zedong Wang +10 · 2 citations
Computer Science · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and ELM #Neuroinflammation and Neurodegeneration Mechanisms
- Discovering the Representation Bottleneck of Graph Neural Networks
2022/05/15 by Fang Wu, Siyuan Li, Wu, Fang +5 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Online Learning and Analytics
- GenURL: A General Framework for Unsupervised Representation Learning
2021/10/27 by Siyuan Li, Li, Siyuan, Zelin Zang +8 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Instructor-inspired Machine Learning for Robust Molecular Property Prediction
2023/04/08 by Fang Wu, Shuting Jin, Wu, Fang +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Computational Drug Discovery Methods #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Machine Learning in Materials Science #and Science (cs.CE)
- Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts
2024/05/30 by Chunjing Gan, Dan Yang, Gan, Chunjing +21 · 2 citations
Computer Science · Psychology · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Educational Games and Gamification #FOS: Computer and information sciences #Innovative Teaching and Learning Methods #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG)
- LibAM: An Area Matching Framework for Detecting Third-Party Libraries in Binaries
2023/12/23 by Siyuan Li, Yongpan Wang, Chaopeng Dong +8 · 1 citation
- MeToken: Uniform Micro-environment Token Boosts Post-Translational Modification Prediction
2024/11/04 by Cheng Tan, Tan, Cheng, Cao, Zhenxiao +14 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Protein Degradation and Inhibitors
- Masked Modeling for Self-supervised Representation Learning on Vision and Beyond
2023/12/31 by Siyuan Li, Luyuan Zhang, Li, Siyuan +19 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications
- UniIF: Unified Molecule Inverse Folding
2024/05/29 by Zhangyang Gao, Gao, Zhangyang, Jue Wang +13 · 1 citation
Biochemistry, Genetics and Molecular Biology · Materials Science · #Artificial Intelligence (cs.AI) #Chemical Synthesis and Analysis #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM) #Synthesis and properties of polymers
- AntDT: A Self-Adaptive Distributed Training Framework for Leader and Straggler Nodes
2024/04/15 by Youshao Xiao, Xiao, Youshao, Lin Ju +19 · 1 citation
Computer Science · #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- BinEnhance: An Enhancement Framework Based on External Environment Semantics for Binary Code Search
2024/11/02 by Yongpan Wang, Wang, Yongpan, Li Hong +11 · 1 citation
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services #Software Engineering (cs.SE) #Web Data Mining and Analysis
- PhyloGen: Language Model-Enhanced Phylogenetic Inference via Graph Structure Generation
2024/12/25 by Chenrui Duan, Zelin Zang, Duan, ChenRui +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Topic Modeling #Natural Language Processing Techniques
- Safe Planner: Empowering Safety Awareness in Large Pre-Trained Models for Robot Task Planning
2024/11/11 by Siyuan Li, Zhe Ma, Li, Siyuan +16 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Robotics (cs.RO) #Safety Systems Engineering in Autonomy #Software Reliability and Analysis Research
- Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences
2024/06/12 by Zicheng Liu, Liu, Zicheng, Siyuan Li +9 · 1 citation
Computer Science · #Advanced Data Compression Techniques #Algorithms and Data Compression #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DVPSFormer: Efficient Online Depth-aware Video Panoptic Segmentation for Autonomous Driving
2026/07/28 by Yung-Hsu Yang, Luigi Piccinelli, Siyuan Li +8
Computer Science · #cs.CV
- A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports
2026/07/30 by Jia Yu, Yan Zhu, Yili He +12
Computer Science · #cs.AI
- ConceptTree: Bringing Semantic Transparency to Black-Box Decision Making for Robotic Manipulation
2026/07/20 by Yongyan Wen, Feifan Liu, Jinyi Chen +3
#cs.RO #cs.AI