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Pavlo Molchanov

  1. Small Language Models are the Future of Agentic AI
    2025/06/02 by Peter Belcak, Greg Heinrich, Belcak, Peter +13 · 47 voices · 110 citations
    Computer Science · #Multi-Agent Systems and Negotiation #cs.AI
  2. TiDAR: Think in Diffusion, Talk in Autoregression
    2025/11/12 by Jingyu Liu, Xin Dong, Liu, Jingyu +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, Liu, Shih-Yang, Chien-Yi Wang +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 · 130 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  5. 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
  6. 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
  7. Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion
    2019/12/18 by Hongxu Yin, Pavlo Molchanov, Yin, Hongxu +13 · 28 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Generative Adversarial Networks and Image Synthesis
  8. 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
  9. Hymba: A Hybrid-head Architecture for Small Language Models
    2024/11/20 by Xin Luna Dong, Xin Dong, Yonggan Fu +25 · 7 voices · 15 citations
    Computer Science · #Natural Language Processing Techniques #cs.AI #cs.CL #cs.LG
  10. 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
  11. 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
  12. 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
  13. 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
  14. AM-RADIO: Agglomerative Vision Foundation Model -- Reduce All Domains Into One
    2023/12/10 by Mike Ranzinger, Greg Heinrich, Jan Kautz +1 · 1 voice · 13 citations
    Computer Science · #cs.CV
  15. Global Vision Transformer Pruning with Hessian-Aware Saliency
    2021/10/10 by Huanrui Yang, Yang, Huanrui, Hongxu Yin +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
  16. 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
  17. 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
  18. 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
  19. Flextron: Many-in-One Flexible Large Language Model
    2024/06/11 by Ruisi Cai, Saurav Muralidharan, Cai, Ruisi +11 · 10 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  20. 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
  21. 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
  22. GradViT: Gradient Inversion of Vision Transformers
    2022/03/22 by Ali Hatamizadeh, Hatamizadeh, Ali, Hongxu Yin +11 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  23. Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models
    2023/04/02 by Paul Micaelli, Micaelli, Paul, Arash Vahdat +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)
  24. Privacy Vulnerability of Split Computing to Data-Free Model Inversion Attacks
    2021/07/13 by Xin Dong, Hongxu Yin, Dong, Xin +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
  25. LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement
    2025/04/22 by Zhifan Ye, Kejing Xia, Ye, Zhifan +16 · 8 citations
    Computer Science · #Music Technology and Sound Studies
  26. Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training
    2025/07/16 by Mingjie Liu, Liu, Mingjie, Shizhe Diao +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)
  27. 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)
  28. 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)
  29. 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
  30. 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
  31. FeatSharp: Your Vision Model Features, Sharper
    2025/02/22 by Mike Ranzinger, Greg Heinrich, Ranzinger, Mike +9 · 3 citations
    Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies
  32. 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
  33. Puzzle: Distillation-Based NAS for Inference-Optimized LLMs
    2024/11/28 by Akhiad Bercovich, Bercovich, Akhiad, Tomer Ronen +48 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  34. 3D Aware Region Prompted Vision Language Model
    2025/09/16 by An‐Chieh Cheng, Yang Fu, Cheng, An-Chieh +23 · 7 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization #Robotics and Automated Systems
  35. 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
  36. HarDNN: Feature Map Vulnerability Evaluation in CNNs
    2020/02/22 by Abdulrahman Mahmoud, Mahmoud, Abdulrahman, Siva Kumar Sastry Hari +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
  37. 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
  38. Test-Time Coverage: Test-Conditioned Data Curation for Deployment-Aware Learning
    2026/07/18 by Nadine Chang, Maying Shen, Shizhe Diao +6
    #cs.AI #cs.CV #cs.LG
  39. Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning
    2026/07/22 by Jian Hu, Huiying Li, Hao Zhang +8
    #cs.LG #cs.CL #cs.DC
  40. From Modalities to Propositions: A Language-Centric Framework for Multimodal Intelligence
    2026/07/18 by Nadine Chang, Maying Shen, Shizhe Diao +6
    #cs.AI #cs.CV #cs.LG #cs.MM