NT
Nima Tajbakhsh
cs.LGcs.CVcs.AIcs.CLeess.IVAlgorithmsNeural Networks, ComputerDeep LearningActive contoursAcute pulmonary embolism
On Valency
published · living versionsW_4ky4pfju·v1 · currentpublished
CSD: Common-Support Distillation for Cross-Tokenizer Knowledge Transfer
with Mingyu Yang, Sharath Turuvekere Sreenivas, Adithyakrishna Venkatesh Hanasoge, Ashwath Aithal +1
1 version
Preprints & journals
43 papers in the corpus · 2013–2026CSD: Common-Support Distillation for Cross-Tokenizer Knowledge Transfer2610.28895v1 · Mingyu Yang, Sharath Turuvekere Sreenivas, Adithyakrishna Venkatesh Hanasoge et al.2026 · 0 citationsarXivon Valency
Accelerating Video Diffusion via Training-Free Trajectory Routing2609.30096v1 · Mustafa Munir, Huy Vu, Shreyas Misra et al.2026 · 0 citationsarXiv
SOAP, Muon, and Beyond: Pushing LLM Pretraining Scales2607.20548v1 · Mikail Khona, Aditya Vavre, Boxiang Wang 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
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
Heterogeneous Parallelism for Multimodal Large Language Model Training2605.27678v1 · Yashaswi Karnati, Kamran Jafari, Akash Mehra 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
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
Quantization-Aware Distillation for NVFP4 Inference Accuracy Recovery2601.20088v3 · Meng Xin, Sweta Priyadarshi, Jingyu Xin 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
Nemotron Elastic: Towards Efficient Many-in-One Reasoning LLMs2511.16664v1 · Ali Taghibakhshi, Sharath Turuvekere Sreenivas, Saurav Muralidharan et al.2025 · 0 citationsarXiv
Pretraining Large Language Models with NVFP42509.25149v2 · NVIDIA, Felix Abecassis, Anjulie Agrusa et al.2025 · 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
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
Training Video Foundation Models with NVIDIA NeMo2503.12964v1 · Zeeshan Patel, Ethan He, Parth Mannan et al.2025 · 0 citationsarXiv
Llama 3 Meets MoE: Efficient Upcycling2412.09952v1 · Aditya Vavre, Ethan He, Dennis Liu et al.2024 · 0 citationsarXiv
Elucidating Optimal Reward-Diversity Tradeoffs in Text-to-Image Diffusion Models2409.06493v1 · Rohit Jena, Ali Taghibakhshi, Sahil Jain et al.2024 · 2 citationsarXiv
StarCoder 2 and The Stack v2: The Next Generation2402.19173v1 · Anton Lozhkov, Raymond Li, Loubna Ben Allal et al.2024 · 74 citationsarXiv
SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific Graphs2308.03349v1 · Shengzhi Li, Nima Tajbakhsh2023 · 20 citationsarXiv
MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan2203.06363v2 · Weinan Song, Gaurav Fotedar, Nima Tajbakhsh et al.2022 · 1 citationarXiv
Guest Editorial Annotation-Efficient Deep Learning: The Holy Grail of Medical Imaging.34795461 · Tajbakhsh, Nima, Roth, Holger, Terzopoulos, Demetri et al.2021 · 43 citationsIEEE transactions on medical imaging. 2021;40(10):2526-2533
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation2103.10178v1 · Qinji Yu, Kang Dang, Nima Tajbakhsh et al.2021 · 61 citationsarXiv
Extreme Consistency: Overcoming Annotation Scarcity and Domain Shifts2004.11966v1 · Gaurav Fotedar, Nima Tajbakhsh, Shilpa Ananth et al.2020 · 18 citationsarXiv
Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation.32289663 · Tajbakhsh, Nima, Jeyaseelan, Laura, Li, Qian et al.2021 · 1,090 citationsMedical image analysis. 2020;63:101693
Computer Aided Detection for Pulmonary Embolism Challenge (CAD-PE)2003.13440v1 · Germ'an Gonz'alez, Daniel Jimenez-Carretero, Sara Rodr'iguez-L'opez et al.2020 · 11 citationsarXiv
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation.31841402 · Zhou, Zongwei, Siddiquee, Md Mahfuzur Rahman, Tajbakhsh, Nima et al.2021 · 4,453 citationsIEEE transactions on medical imaging. 2020;39(6):1856-1867
Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization.32612486 · Siddiquee, Md Mahfuzur Rahman, Zhou, Zongwei, Tajbakhsh, Nima et al.2020 · 105 citationsProceedings. IEEE International Conference on Computer Vision. 2019;2019:191-200
ErrorNet: Learning error representations from limited data to improve vascular segmentation1910.04814v4 · Nima Tajbakhsh, Brian Lai, Shilpa Ananth et al.2019 · 22 citationsarXiv
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis.32766570 · Zhou, Zongwei, Sodha, Vatsal, Siddiquee, Md Mahfuzur Rahman et al.2020 · 327 citationsMedical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 2019;11767:384-393
Computer-aided detection and visualization of pulmonary embolism using a novel, compact, and discriminative image representation.31416007 · Tajbakhsh, Nima, Shin, Jae Y, Gotway, Michael B et al.2020 · 65 citationsMedical image analysis. 2019;58:101541
Automatic Segmentation of Pulmonary Lobes Using a Progressive Dense V-Network1902.06362v1 · Abdullah-Al-Zubaer Imran, Ali Hatamizadeh, Shilpa P. Ananth et al.2019 · 42 citationsarXiv
Surrogate Supervision for Medical Image Analysis: Effective Deep Learning From Limited Quantities of Labeled Data1901.08707v1 · Nima Tajbakhsh, Yufei Hu, Junli Cao et al.2019 · 83 citationsarXiv
UNet++: A Nested U-Net Architecture for Medical Image Segmentation.32613207 · Zhou, Zongwei, Siddiquee, Md Mahfuzur Rahman, Tajbakhsh, Nima et al.2024 · 10,405 citationsDeep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support : 4th International Workshop, DLMIA 2018, and 8th International Workshop, ML-CDS 2018, held in conjunction with MICCAI 2018, Granada, Spain, S.... 2018;11045:3-11
Automating Carotid Intima-Media Thickness Video Interpretation with Convolutional Neural Networks1706.00719v1 · Jae Y. Shin, Nima Tajbakhsh, R. Todd Hurst et al.2017 · 59 citationsarXiv
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?26978662 · Tajbakhsh, Nima, Shin, Jae Y, Gurudu, Suryakanth R et al.2017 · 3,270 citationsIEEE transactions on medical imaging. 2016;35(5):1299-1312
Automated Polyp Detection in Colonoscopy Videos Using Shape and Context Information.26462083 · Tajbakhsh, Nima, Gurudu, Suryakanth R, Liang, Jianming2016 · 1,211 citationsIEEE transactions on medical imaging. 2016;35(2):630-44
A Comprehensive Computer-Aided Polyp Detection System for Colonoscopy Videos.26221684 · Tajbakhsh, Nima, Gurudu, Suryakanth R, Liang, Jianming2015 · 69 citationsInformation processing in medical imaging : proceedings of the ... conference. 2015;24:327-38
Automatic polyp detection using global geometric constraints and local intensity variation patterns.25485377 · Tajbakhsh, Nima, Gurudu, Suryakanth R, Liang, Jianming2015 · 51 citationsMedical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 2014;17(Pt 2):179-87
Motion analysis of right ventricular dysfunction under mild or moderate pressure overload caused by acute pulmonary embolism.23969162 · Tajbakhsh, Nima, Wu, Hong, Xue, Wenzhe et al.2014 · 2 citationsUltrasound in medicine & biology. 2013;39(11):2066-74
Career total: 68 works. 43 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.