PM
Pavlo Molchanov
cs.CVcs.LGcs.AIcs.CLstat.MLcs.DCcs.CRcs.ROcs.GRcs.IT
On Valency
published · living versionsW_xgra3rkn·v1 · currentpublished
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with Peter Belcak, Saurav Muralidharan, Jindong Jiang, Yonggan Fu +7
1 version
W_g5evqafh·v1published
W_qm6rzwyn·v1published
W_4ky4pfju·v1published
Preprints & journals
109 papers in the corpus · 2016–2026CSD: Common-Support Distillation for Cross-Tokenizer Knowledge Transfer2610.28895v1 · Mingyu Yang, Sharath Turuvekere Sreenivas, Adithyakrishna Venkatesh Hanasoge et al.2026 · 0 citationsarXivon Valency
EdgeWise: Bringing Long-Horizon Agents to the Edge via Selective Cloud Delegation2610.17560v2 · Zeru Shi, Jindong Jiang, Ryo Hachiuma et al.2026 · 0 citationsarXiv
Large Language Continuous Diffusion Models2610.02665v1 · Zhihan Yang, Wei Guo, Jean-Marie Lemercier et al.2026 · 0 citationsarXiv
Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning2607.21653v3 · Jian Hu, Huiying Li, Hao Zhang et al.2026 · 0 citationsarXiv
From Modalities to Propositions: A Language-Centric Framework for Multimodal Intelligence2607.16560v1 · Nadine Chang, Maying Shen, Shizhe Diao et al.2026 · 0 citationsarXiv
Test-Time Coverage: Test-Conditioned Data Curation for Deployment-Aware Learning2607.22697v1 · Nadine Chang, Maying Shen, Shizhe Diao et al.2026 · 0 citationsarXiv
Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding2607.05722v1 · Yonggan Fu, Lexington Whalen, Abhinav Garg et al.2026 · 0 citationsarXiv
Nemotron-Labs-3-Puzzle-75B-A9B: Compressing Hybrid MoE LLMs2607.04371v2 · Akhiad Bercovich, Talor Abramovich, Daniel Afrimi et al.2026 · 0 citationsarXiv
RADIO1D: Elastic Representations for Condensed Vision Modeling2607.03624v1 · Greg Heinrich, Mike Ranzinger, Collin McCarthy et al.2026 · 0 citationsarXiv
Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis2606.29814v2 · Shufan Li, Greg Heinrich, Hanrong Ye et al.2026 · 0 citationsarXiv
PRESTO: Prefix-Aligned Tree Drafting for Diffusion Speculative Decoding2607.22634v1 · Zheng Wang, Zhifan Ye, Qi Cheng et al.2026 · 0 citationsarXiv
Reinforcing Dual-Path Reasoning in Spatial Vision Language Models2606.17539v1 · Yatai Ji, An-Chieh Cheng, Yang Fu et al.2026 · 0 citationsarXiv
Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning2606.15007v1 · NVIDIA: Aaron Blakeman, Aaron Thomas, Aastha Jhunjhunwala et al.2026 · 0 citationsarXiv
Scaling Parallel Sequence Models to Foundation-Scale Vision Encoders2606.00746v1 · Yitong Jiang, Hongjun Wang, Collin McCarthy et al.2026 · 0 citationsarXiv
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning2605.28774v1 · Minki Kang, Shizhe Diao, Ryo Hachiuma et al.2026 · 0 citationsarXiv
X-Token: Projection-Guided Cross-Tokenizer Knowledge Distillation2605.21699v1 · Sharath Turuvekere Sreenivas, Adithyakrishna Venkatesh Hanasoge, Mingyu Yang et al.2026 · 0 citationsarXiv
Star Elastic: Many-in-One Reasoning LLMs with Efficient Budget Control2605.07182v1 · Ali Taghibakhshi, Ruisi Cai, Saurav Muralidharan et al.2026 · 0 citationsarXiv
Nemotron 3 Nano Omni: Efficient and Open Multimodal Intelligence2604.24954v2 · NVIDIA: Amala Sanjay Deshmukh, Kateryna Chumachenko, Tuomas Rintamaki et al.2026 · 1 citationarXiv
-dLLM: Accelerating Diffusion Large Language Models via Spatio-Temporal Redundancy Reduction2604.18995v2 · Zhenbang Du, Kejing Xia, Xinrui Zhong et al.2026 · 0 citationsarXiv
Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning2604.12374v1 · NVIDIA: Aakshita Chandiramani, Aaron Blakeman, Abdullahi Olaoye et al.2026 · 0 citationsarXiv
Fast-dVLM: Efficient Block-Diffusion VLM via Direct Conversion from Autoregressive VLM2604.06832v2 · Chengyue Wu, Shiyi Lan, Yonggan Fu et al.2026 · 0 citationsarXiv
Attend Before Attention: Efficient and Scalable Video Understanding via Autoregressive Gazing2603.12254v1 · Baifeng Shi, Stephanie Fu, Long Lian et al.2026 · 0 citationsarXiv
Stateful Token Reduction for Long-Video Hybrid VLMs2603.00198v2 · Jindong Jiang, Amala Sanjay Deshmukh, Kateryna Chumachenko et al.2026 · 0 citationsarXiv
Extending Puzzle for Mixture-of-Experts Reasoning Models with Application to GPT-OSS Acceleration2602.11937v2 · Akhiad Bercovich, Nir Ailon, Vladimir Anisimov et al.2026 · 0 citationsarXiv
C-RADIOv4 (Tech Report)2601.17237v1 · Mike Ranzinger, Greg Heinrich, Collin McCarthy et al.2026 · 0 citationsarXiv
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization2601.05242v1 · Shih-Yang Liu, Xin Dong, Ximing Lu et al.2026 · 0 citationsarXiv
NVIDIA Nemotron 3: Efficient and Open Intelligence2512.20856v1 · NVIDIA: Aaron Blakeman, Aaron Grattafiori, Aarti Basant et al.2025 · 1 citationarXiv
Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning2512.20848v1 · NVIDIA: Aaron Blakeman, Aaron Grattafiori, Aarti Basant et al.2025 · 0 citationsarXiv
Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed2512.14067v2 · Yonggan Fu, Lexington Whalen, Zhifan Ye et al.2025 · 0 citationsarXiv
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration2511.21689v1 · Hongjin Su, Shizhe Diao, Ximing Lu et al.2025 · 1 citationarXiv
TiDAR: Think in Diffusion, Talk in Autoregression2511.08923v1 · Jingyu Liu, Xin Dong, Zhifan Ye et al.2025 · 0 citationsarXiv
NVIDIA Nemotron Nano V2 VL2511.03929v2 · NVIDIA: Amala Sanjay Deshmukh, Kateryna Chumachenko, Tuomas Rintamaki et al.2025 · 0 citationsarXiv
Alpamayo-R1: Bridging Reasoning and Action Prediction for Generalizable Autonomous Driving in the Long Tail2511.00088v2 · NVIDIA: Yan Wang, Wenjie Luo, Junjie Bai et al.2025 · 1 citationarXiv
ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge2510.18941v2 · Zhilin Wang, Jaehun Jung, Ximing Lu et al.2025 · 0 citationsarXiv
OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM2510.15870v2 · Hanrong Ye, Chao-Han Huck Yang, Arushi Goel et al.2025 · 1 citationarXiv
DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning2510.15110v1 · Shih-Yang Liu, Xin Dong, Ximing Lu et al.2025 · 0 citationsarXiv
BroRL: Scaling Reinforcement Learning via Broadened Exploration2510.01180v1 · Jian Hu, Mingjie Liu, Ximing Lu et al.2025 · 0 citationsarXiv
Fast-dLLM v2: Efficient Block-Diffusion LLM2509.26328v1 · Chengyue Wu, Hao Zhang, Shuchen Xue et al.2025 · 0 citationsarXiv
3D Aware Region Prompted Vision Language Model2509.13317v1 · An-Chieh Cheng, Yang Fu, Yukang Chen et al.2025 · 0 citationsarXiv
Universal Deep Research: Bring Your Own Model and Strategy2509.00244v1 · Peter Belcak, Pavlo Molchanov2025 · 0 citationsarXiv
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model2508.14444v4 · NVIDIA: Aarti Basant, Abhijit Khairnar, Abhijit Paithankar et al.2025 · 0 citationsarXiv
Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training2507.12507v1 · Mingjie Liu, Shizhe Diao, Jian Hu et al.2025 · 0 citationsarXiv
LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models2507.14204v1 · Dachuan Shi, Yonggan Fu, Xiangchi Yuan et al.2025 · 0 citationsarXiv
Scaling RL to Long Videos2507.07966v4 · Yukang Chen, Wei Huang, Baifeng Shi et al.2025 · 4 citationsarXiv
FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting2506.04174v1 · Hengyu Liu, Yuehao Wang, Chenxin Li et al.2025 · 10 citationsarXiv
Small Language Models are the Future of Agentic AI2506.02153v3 · Peter Belcak, Greg Heinrich, Shizhe Diao et al.2025 · 18 citationsarXiv
LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement2504.16053v1 · Zhifan Ye, Kejing Xia, Yonggan Fu et al.2025 · 0 citationsarXiv
Nemotron-CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training2504.13161v2 · Shizhe Diao, Yu Yang, Yonggan Fu et al.2025 · 1 citationarXiv
Minitron-SSM: Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning2504.11409v2 · Ali Taghibakhshi, Sharath Turuvekere Sreenivas, Saurav Muralidharan et al.2025 · 0 citationsarXiv
Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models2504.03624v4 · NVIDIA: Aaron Blakeman, Aarti Basant, Abhinav Khattar et al.2025 · 0 citationsarXiv
Career total: 185 works. 109 are in this corpus.Showing the 50 most recent.
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