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Molchanov, Pavlo

  1. Small Language Models are the Future of Agentic AI
    2025/06/02 by Peter Belcak, Greg Heinrich, Belcak, Peter +13 · 47 voices · 109 citations
    Computer Science · #Multi-Agent Systems and Negotiation #cs.AI
  2. TiDAR: Think in Diffusion, Talk in Autoregression
    2025/11/12 by Jingyu Liu, Liu, Jingyu, Xin Dong +15 · 8 voices · 5 citations
    Computer Science · #Parallel Computing and Optimization Techniques #Natural Language Processing Techniques #Generative Adversarial Networks and Image Synthesis
  3. DoRA: Weight-Decomposed Low-Rank Adaptation
    2024/02/14 by Shih-Yang Liu, Chien-Yi Wang, Liu, Shih-Yang +12 · 2 voices · 134 citations
    Computer Science · #Advanced Vision and Imaging #Image Enhancement Techniques
  4. VILA: On Pre-training for Visual Language Models
    2023/12/12 by Lin Ji, Hongxu Yin, Lin, Ji +17 · 129 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  5. Importance Estimation for Neural Network Pruning
    2019/06/25 by Molchanov, Pavlo, Mallya, Arun, Tyree, Stephen +2 · 51 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. DexYCB: A Benchmark for Capturing Hand Grasping of Objects
    2021/04/09 by Chao, Yu-Wei, Yang, Wei, Xiang, Yu +9 · 41 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  7. Pruning Convolutional Neural Networks for Resource Efficient Inference
    2016/11/19 by Pavlo Molchanov, Stephen Tyree, Molchanov, Pavlo +7 · 47 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Human Pose and Action Recognition
  8. LongVILA: Scaling Long-Context Visual Language Models for Long Videos
    2024/08/19 by Yukang Chen, Chen, Yukang, Fuzhao Xue +33 · 76 citations
    Computer Science · #Video Analysis and Summarization #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
  9. AdaViT: Adaptive Tokens for Efficient Vision Transformer
    2021/12/14 by Yin, Hongxu, Vahdat, Arash, Alvarez, Jose +3 · 33 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion
    2019/12/18 by Hongxu Yin, Yin, Hongxu, Pavlo Molchanov +13 · 28 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Generative Adversarial Networks and Image Synthesis
  11. NVILA: Efficient Frontier Visual Language Models
    2024/12/05 by Zhijian Liu, Ligeng Zhu, Liu, Zhijian +52 · 2 voices · 56 citations
    Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Advanced Image and Video Retrieval Techniques
  12. See through Gradients: Image Batch Recovery via GradInversion
    2021/04/15 by Yin, Hongxu, Mallya, Arun, Vahdat, Arash +3 · 23 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Hymba: A Hybrid-head Architecture for Small Language Models
    2024/11/20 by Xin Dong, Xin Luna Dong, Dong, Xin +25 · 7 voices · 15 citations
    Computer Science · #Natural Language Processing Techniques #cs.AI #cs.CL #cs.LG
  14. GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras
    2021/12/02 by Ye Yuan, Umar Iqbal, Yuan, Ye +7 · 18 citations
    Computer Science · Engineering · #Human Pose and Action Recognition #Advanced Vision and Imaging #Human Motion and Animation
  15. LITA: Language Instructed Temporal-Localization Assistant
    2024/03/27 by Huang, De-An, Liao, Shijia, Radhakrishnan, Subhashree +4 · 25 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  16. ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
    2025/11/26 by Hongjin Su, Shizhe Diao, Su, Hongjin +29 · 4 voices · 4 citations
    #cs.CL #cs.AI #cs.LG #cs.MA
  17. RADIOv2.5: Improved Baselines for Agglomerative Vision Foundation Models
    2024/12/10 by Greg Heinrich, Mike Ranzinger, Heinrich, Greg +14 · 34 citations
    Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Satellite Image Processing and Photogrammetry
  18. Compact Language Models via Pruning and Knowledge Distillation
    2024/07/19 by Saurav Muralidharan, Sharath Turuvekere Sreenivas, Muralidharan, Saurav +15 · 27 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  19. Weakly Supervised 3D Hand Pose Estimation via Biomechanical Constraints
    2020/03/20 by Spurr, Adrian, Iqbal, Umar, Molchanov, Pavlo +2 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  20. LLM Pruning and Distillation in Practice: The Minitron Approach
    2024/08/21 by Sharath Turuvekere Sreenivas, Sreenivas, Sharath Turuvekere, Saurav Muralidharan +23 · 16 citations
    Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Extraction and Separation Processes #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metallurgical Processes and Thermodynamics #Mineral Processing and Grinding
  21. Global Vision Transformer Pruning with Hessian-Aware Saliency
    2021/10/10 by Huanrui Yang, Hongxu Yin, Yang, Huanrui +9 · 8 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Visual Attention and Saliency Detection
  22. MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models
    2024/09/26 by Gongfan Fang, Hongxu Yin, Fang, Gongfan +13 · 16 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
  23. Global Context Vision Transformers
    2022/06/20 by Ali Hatamizadeh, Hongxu Yin, Hatamizadeh, Ali +6 · 8 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 (cs.LG) #Multimodal Machine Learning Applications
  24. Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models
    2025/04/04 by NVIDIA, :, Blakeman, Aaron +198 · 26 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  25. FasterViT: Fast Vision Transformers with Hierarchical Attention
    2023/06/09 by Hatamizadeh, Ali, Heinrich, Greg, Yin, Hongxu +4 · 9 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. Scaling RL to Long Videos
    2025/07/10 by Yukang Chen, Wei Huang, Chen, Yukang +25 · 35 citations
    Computer Science · #Video Analysis and Summarization #Advanced Vision and Imaging
  27. Few-Shot Adaptive Gaze Estimation
    2019/05/06 by Park, Seonwook, De Mello, Shalini, Molchanov, Pavlo +3 · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  28. VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge
    2024/11/19 by Nath, Vishwesh, Li, Wenqi, Yang, Dong +22 · 12 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  29. Flextron: Many-in-One Flexible Large Language Model
    2024/06/11 by Ruisi Cai, Cai, Ruisi, Saurav Muralidharan +11 · 9 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  30. Nemotron-CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training
    2025/04/17 by Diao, Shizhe, Yang, Yu, Fu, Yonggan +12 · 15 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  31. Structural Pruning via Latency-Saliency Knapsack
    2022/10/13 by Shen, Maying, Yin, Hongxu, Molchanov, Pavlo +3 · 5 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  32. Hand Pose Estimation via Latent 2.5D Heatmap Regression
    2018/04/25 by Iqbal, Umar, Molchanov, Pavlo, Breuel, Thomas +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. X-VILA: Cross-Modality Alignment for Large Language Model
    2024/05/29 by Hanrong Ye, Ye, Hanrong, De-An Huang +19 · 8 citations
    Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  34. PACE: Human and Camera Motion Estimation from in-the-wild Videos
    2023/10/20 by Muhammed Kocabas, Ye Yuan, Kocabas, Muhammed +13 · 6 citations
    Computer Science · #Human Pose and Action Recognition #Video Surveillance and Tracking Methods #Advanced Vision and Imaging
  35. GradViT: Gradient Inversion of Vision Transformers
    2022/03/22 by Ali Hatamizadeh, Hongxu Yin, Hatamizadeh, Ali +11 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  36. Entropy-Regularized Process Reward Model
    2024/12/15 by Zhang, Hanning, Wang, Pengcheng, Diao, Shizhe +6 · 10 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  37. When to Prune? A Policy towards Early Structural Pruning
    2021/10/22 by Shen, Maying, Molchanov, Pavlo, Yin, Hongxu +1 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  38. Fast-dLLM v2: Efficient Block-Diffusion LLM
    2025/09/30 by Wu, Chengyue, Zhang, Hao, Xue, Shuchen +7 · 19 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  39. PHI-S: Distribution Balancing for Label-Free Multi-Teacher Distillation
    2024/10/02 by Ranzinger, Mike, Barker, Jon, Heinrich, Greg +3 · 6 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. VILA2: VILA Augmented VILA
    2024/07/24 by Fang, Yunhao, Zhu, Ligeng, Lu, Yao +7 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  41. Scaling Vision Pre-Training to 4K Resolution
    2025/03/25 by Shi, Baifeng, Li, Boyi, Cai, Han +8 · 9 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  42. NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model
    2025/08/20 by NVIDIA, Aarti Basant, : +305 · 23 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
  43. Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models
    2023/04/02 by Paul Micaelli, Arash Vahdat, Micaelli, Paul +7 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face recognition and analysis #Machine Learning (cs.LG)
  44. Adaptive Sharpness-Aware Pruning for Robust Sparse Networks
    2023/06/25 by Bair, Anna, Yin, Hongxu, Shen, Maying +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  45. SCOPS: Self-Supervised Co-Part Segmentation
    2019/05/03 by Hung, Wei-Chih, Jampani, Varun, Liu, Sifei +3 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  46. KAMA: 3D Keypoint Aware Body Mesh Articulation
    2021/04/27 by Iqbal, Umar, Xie, Kevin, Guo, Yunrong +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  47. A deeper look at depth pruning of LLMs
    2024/07/23 by Siddiqui, Shoaib Ahmed, Dong, Xin, Heinrich, Greg +4 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  48. Privacy Vulnerability of Split Computing to Data-Free Model Inversion Attacks
    2021/07/13 by Xin Dong, Dong, Xin, Hongxu Yin +9 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
  49. LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement
    2025/04/22 by Zhifan Ye, Ye, Zhifan, Kejing Xia +16 · 8 citations
    Computer Science · #Music Technology and Sound Studies
  50. Measuring Generalisation to Unseen Viewpoints, Articulations, Shapes and Objects for 3D Hand Pose Estimation under Hand-Object Interaction
    2020/03/30 by Armagan, Anil, Garcia-Hernando, Guillermo, Baek, Seungryul +32 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  51. Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training
    2025/07/16 by Mingjie Liu, Shizhe Diao, Liu, Mingjie +40 · 11 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  52. Alpamayo-R1: Bridging Reasoning and Action Prediction for Generalizable Autonomous Driving in the Long Tail
    2025/10/30 by Nvidia Nvidia, NVIDIA, Yan Wang +78 · 12 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
  53. NVIDIA Nemotron 3: Efficient and Open Intelligence
    2025/12/24 by NVIDIA, :, Blakeman, Aaron +356 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  54. LANA: Latency Aware Network Acceleration
    2021/07/12 by Pavlo Molchanov, Jimmy Hall, Molchanov, Pavlo +9 · 1 citation
    Computer Science · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG)
  55. Minitron-SSM: Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning
    2025/04/15 by Ali Taghibakhshi, Sharath Turuvekere Sreenivas, Taghibakhshi, Ali +33 · 5 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
  56. RANA: Relightable Articulated Neural Avatars
    2022/12/06 by Umar Iqbal, Iqbal, Umar, Akın Çalışkan +9 · 1 citation
    Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition
  57. FeatSharp: Your Vision Model Features, Sharper
    2025/02/22 by Mike Ranzinger, Ranzinger, Mike, Greg Heinrich +9 · 3 citations
    Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies
  58. Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
    2025/12/23 by NVIDIA, :, Aaron Blakeman +623 · 1 voice · 2 citations
    #cs.CL #cs.AI #cs.LG
  59. Puzzle: Distillation-Based NAS for Inference-Optimized LLMs
    2024/11/28 by Akhiad Bercovich, Tomer Ronen, Bercovich, Akhiad +48 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  60. 3D Aware Region Prompted Vision Language Model
    2025/09/16 by An‐Chieh Cheng, Cheng, An-Chieh, Yang Fu +23 · 7 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization #Robotics and Automated Systems
  61. OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM
    2025/10/17 by Ye, Hanrong, Yang, Chao-Han Huck, Goel, Arushi +29 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  62. COIN: Control-Inpainting Diffusion Prior for Human and Camera Motion Estimation
    2024/08/29 by Jiefeng Li, Li, Jiefeng, Ye Yuan +13 · 1 citation
    Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Signal Denoising Methods
  63. LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models
    2025/07/14 by Shi, Dachuan, Fu, Yonggan, Yuan, Xiangchi +8 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  64. EoRA: Fine-tuning-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation
    2024/10/28 by Shih-Yang Liu, Liu, Shih-Yang, Nai Chit Fung +20 · 1 citation
    Computer Science · Engineering · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Blind Source Separation Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Sparse and Compressive Sensing Techniques
  65. HarDNN: Feature Map Vulnerability Evaluation in CNNs
    2020/02/22 by Abdulrahman Mahmoud, Siva Kumar Sastry Hari, Mahmoud, Abdulrahman +17 · 1 citation
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Radiation Effects in Electronics