← Authors

Pavlo Molchanov

52 papers · 2016–2025 · 7 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (7) πŸƒ Academic Marathon (9) 🐝 Cross-Pollinator (6) 🌈 Renaissance Researcher (9) πŸ—ΊοΈ Taxonomy Completionist (68) 🏠 Conference Loyalist (25) 🧬 Topic Evolution 🀝 Dynamic Duo (38) πŸ‘₯ Mega-Team (35) πŸ‘‘ Triple Crown πŸ† Keyword Champion (4) πŸ”₯ Unstoppable (10) ⚑ Prolific Year (10) πŸš€ Conference Pioneer πŸ’Ž Century Club (52) πŸ—ƒοΈ Keyword Collector (179) ❓ The Questioner

Conferences

CVPR (25) ECCV (6) ICLR (6) ICML (6) ICCV (4) NIPS (3) WACV (2)

Top co-authors

Jan Kautz (38) Hongxu Yin (28) Jose M. Alvarez (9) Umar Iqbal (9) Greg Heinrich (8) Maying Shen (6) Yao Lu (5) Arun Mallya (4) Stephen Tyree (4) Saurav Muralidharan (4)

Research topics

Models (1) Privacy (1)

Keywords

model compression (11) knowledge distillation (7) object detection (4) vision transformer (4) neural network (4) structural pruning (4) semantic segmentation (3) image classification (3) network pruning (3) vision-language model (3) neural network pruning (2) contrastive learning (2) continual learning (2) privacy attack (2) recurrent neural network (2) neural network optimization (2) data-free learning (2) model pruning (2) image reconstruction (2) image synthesis (2)

Papers

NVILA: Efficient Frontier Visual Language Models CVPR 2025
RADIOv2.5: Improved Baselines for Agglomerative Vision Foundation Models CVPR 2025
FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting CVPR 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025
LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models ICML 2025
FeatSharp: Your Vision Model Features, Sharper ICML 2025
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs ICML 2025
LLaMaFlex: Many-in-one LLMs via Generalized Pruning and Weight Sharing ICLR 2025
Hymba: A Hybrid-head Architecture for Small Language Models ICLR 2025
LongVILA: Scaling Long-Context Visual Language Models for Long Videos ICLR 2025
LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement ICLR 2025
Token-Efficient VLM: High-Resolution Image Understanding via Dynamic Region Proposal ICCV 2025
VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge CVPR 2025
Scaling Vision Pre-Training to 4K Resolution CVPR 2025
Flextron: Many-in-One Flexible Large Language Model ICML 2024
MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models NIPS 2024
Compact Language Models via Pruning and Knowledge Distillation NIPS 2024
AM-RADIO: Agglomerative Vision Foundation Model Reduce All Domains Into One CVPR 2024
VILA: On Pre-training for Visual Language Models CVPR 2024
COIN: Control-Inpainting Diffusion Prior for Human and Camera Motion Estimation ECCV 2024
LITA: Language Instructed Temporal-Localization Assistant ECCV 2024
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks ICLR 2024
FasterViT: Fast Vision Transformers with Hierarchical Attention ICLR 2024
DoRA: Weight-Decomposed Low-Rank Adaptation ICML 2024
Global Context Vision Transformers ICML 2023
RANA: Relightable Articulated Neural Avatars ICCV 2023
Heterogeneous Continual Learning CVPR 2023
Recurrence Without Recurrence: Stable Video Landmark Detection With Deep Equilibrium Models CVPR 2023
Global Vision Transformer Pruning With Hessian-Aware Saliency CVPR 2023
GLAMR: Global Occlusion-Aware Human Mesh Recovery With Dynamic Cameras CVPR 2022
GradViT: Gradient Inversion of Vision Transformers CVPR 2022
LANA: Latency Aware Network Acceleration ECCV 2022
A-ViT: Adaptive Tokens for Efficient Vision Transformer CVPR 2022
Structural Pruning via Latency-Saliency Knapsack NIPS 2022
When To Prune? A Policy Towards Early Structural Pruning CVPR 2022
Optimal Quantization Using Scaled Codebook CVPR 2021
See Through Gradients: Image Batch Recovery via GradInversion CVPR 2021
DexYCB: A Benchmark for Capturing Hand Grasping of Objects CVPR 2021
Data-Free Knowledge Distillation for Object Detection WACV 2021
Measuring Generalisation to Unseen Viewpoints, Articulations, Shapes and Objects for 3D Hand Pose Estimation under Hand-Object Interaction ECCV 2020
Weakly Supervised 3D Hand Pose Estimation via Biomechanical Constraints ECCV 2020
Dreaming to Distill: Data-Free Knowledge Transfer via DeepInversion CVPR 2020
Weakly-Supervised 3D Human Pose Learning via Multi-View Images in the Wild CVPR 2020
Few-Shot Adaptive Gaze Estimation ICCV 2019
Importance Estimation for Neural Network Pruning CVPR 2019
SCOPS: Self-Supervised Co-Part Segmentation CVPR 2019
Hand Pose Estimation via Latent 2.5D Heatmap Regression ECCV 2018
Improving Landmark Localization With Semi-Supervised Learning CVPR 2018
Making Convolutional Networks Recurrent for Visual Sequence Learning CVPR 2018
Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals CVPR 2018
A Lightweight Approach for On-The-Fly Reflectance Estimation ICCV 2017
Online Detection and Classification of Dynamic Hand Gestures With Recurrent 3D Convolutional Neural Network CVPR 2016