Yuval Atzmon

  ![](/sites/default/files/person/yuval_photo%281%29.jpg)

 ### Publications

### 2025

[Data-Driven Loss Functions for Inference-Time Optimization in Text-to-Image](/index.php/publication/2025-11_data-driven-loss-functions-inference-time-optimization-text-image)

Sapir Yflah, [Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik)

[WACV 2026](https://arxiv.org/pdf/2509.02295)

[Identity-Motion Trade-offs in Text-to-Video Generation](/index.php/publication/2025-07_identity-motion-trade-offs-text-video-generation)

[Yuval Atzmon](/index.php/person/yuval-atzmon), Rinon Gal, [Yoad Tewel](/index.php/person/yoad-tewel), [Yoni Kasten](/index.php/person/yoni-kasten), [Gal Chechik](/index.php/person/gal-chechik)

[BMVC 2025](https://bmvc2025.bmva.org/proceedings/159/)

[Add-it: Training-Free Object Insertion in Images via Pretrained Diffusion Models](/index.php/publication/2025-04_add-it-training-free-object-insertion-images-pretrained-diffusion-models)

[Yoad Tewel](/index.php/person/yoad-tewel), Rinon Gal, Dvir Samuel, [Yuval Atzmon](/index.php/person/yuval-atzmon), Lior Wolf, [Gal Chechik](/index.php/person/gal-chechik)

[ICLR 2025](https://iclr.cc/virtual/2025/poster/29207)

### 2024

[ConsiStory: Training-Free Consistent Text-to-Image Generation](/index.php/publication/2024-02_consistory-training-free-consistent-text-image-generation)

Yoad Tewel, Omri Kaduri, Rinon Gal, [Yoni Kasten](/index.php/person/yoni-kasten), Lior Wolf, [Gal Chechik](/index.php/person/gal-chechik), [Yuval Atzmon](/index.php/person/yuval-atzmon)

[SIGGRAPH](https://arxiv.org/abs/2402.03286)

### 2023

[Domain-Agnostic Tuning-Encoder for Fast Personalization of Text-To-Image Models](/publication/2023-12_domain-agnostic-tuning-encoder-fast-personalization-text-image-models)

Moab Arar, Rinon Gal, [Yuval Atzmon](/person/yuval-atzmon), [Gal Chechik](/person/gal-chechik), Daniel Cohen-Or, Ariel Shamir, Amit Bermano

[SIGGRAPH Asia 2023](https://arxiv.org/abs/2307.06925)

[Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models](/index.php/publication/2023-08_encoder-based-domain-tuning-fast-personalization-text-image-models)

Rinon Gal, Moab Arar, [Yuval Atzmon](/index.php/person/yuval-atzmon), Amit H. Bermano, [Gal Chechik](/index.php/person/gal-chechik), Daniel Cohen-Or

[SIGGRAPH 2023](https://s2023.siggraph.org/)

[Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models](/index.php/publication/2023-08_encoder-based-domain-tuning-fast-personalization-text-image-models-0)

Rinon Gal, Moab Arar, [Yuval Atzmon](/index.php/person/yuval-atzmon), Amit Bermano, [Gal Chechik](/index.php/person/gal-chechik), Daniel Cohen-Or

[SIGGRAPH 2023](https://arxiv.org/abs/2302.12228)

[Key-Locked Rank One Editing for Text-to-Image Personalization](/index.php/publication/2023-08_key-locked-rank-one-editing-text-image-personalization)

Yoad Tewel, Rinon Gal, [Gal Chechik](/index.php/person/gal-chechik), [Yuval Atzmon](/index.php/person/yuval-atzmon)

[SIGGRAPH 2023](https://s2023.siggraph.org/)

[Learning to Initiate and Reason in Event-Driven Cascading Processes](/publication/2023-07_learning-initiate-and-reason-event-driven-cascading-processes)

[Yuval Atzmon](/person/yuval-atzmon), [Eli Meirom](/person/eli-meirom), [Shie Mannor](/person/shie-mannor), [Gal Chechik](/person/gal-chechik)

[ICML 2023](https://proceedings.mlr.press/v202/atzmon23a/atzmon23a.pdf)

### 2022

["This is my unicorn, Fluffy": Personalizing frozen vision-language representations](/index.php/publication/2022-11_my-unicorn-fluffy-personalizing-frozen-vision-language-representations)

Niv Cohen, Rinon Gal, [Eli Meirom](/index.php/person/eli-meirom), [Gal Chechik](/index.php/person/gal-chechik), [Yuval Atzmon](/index.php/person/yuval-atzmon)

[ECCV 2022](https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136800544.pdf)

[An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion](/index.php/publication/2022-08_image-worth-one-word-personalizing-text-image-generation-using-textual)

Rinon Gal, Yuval Alaluf, [Yuval Atzmon](/index.php/person/yuval-atzmon), Or Patashnik, Amit H. Bermano, [Gal Chechik](/index.php/person/gal-chechik), Daniel Cohen-Or

[ICLR 2023](https://iclr.cc/virtual/2023/oral/12700)

Top 25%

["This is my unicorn, Fluffy": Personalizing frozen vision-language representations](/publication/2022-04_my-unicorn-fluffy-personalizing-frozen-vision-language-representations)

Niv Cohen, Rinon Gal, [Gal Chechik](/person/gal-chechik), [Yuval Atzmon](/person/yuval-atzmon)

[ECCV 2022](https://eccv2022.ecva.net/)

Oral

### 2021

[Known unknowns: Learning novel concepts using exploratory reasoning-by-elimination](/index.php/publication/2021-07_known-unknowns-learning-novel-concepts-using-exploratory-reasoning-elimination)

Harsh Agrawal, [Eli Meirom](/index.php/person/eli-meirom), [Yuval Atzmon](/index.php/person/yuval-atzmon), [Shie Mannor](/index.php/person/shie-mannor), [Gal Chechik](/index.php/person/gal-chechik)

[ Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Inte…](https://www.auai.org/uai2021/accepted_papers)

Oral

[From Generalized Zero-Shot Learning to Long-Tail with Class Descriptors](/index.php/publication/2021-01_generalized-zero-shot-learning-long-tail-class-descriptors)

Dvir Samuel, [Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik)

[Winter Conference on Applications of Computer Vision (WACV) 2021](http://wacv2021.thecvf.com/home)

### 2020

[A Causal View of Compositional Zero-Shot Recognition](/index.php/publication/2020-12_causal-view-compositional-zero-shot-recognition)

[Yuval Atzmon](/index.php/person/yuval-atzmon), Felix Kreuk, Uri Shalit, [Gal Chechik](/index.php/person/gal-chechik)

[Neural Information Processing Systems (NeurIPS) 2020 (Spotlight)](https://neurips.cc/Conferences/2020/)

[ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization](/index.php/publication/2020-11_zest-zero-shot-learning-text-descriptions-using-textual-similarity-and-visual)

Tzuf Paz-Argaman, [Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik), Reut Tsarfaty

[Findings of EMNLP](https://2020.emnlp.org/)

### 2019

[Joint Optimization for Cooperative Image Captioning](/index.php/publication/2019-11_joint-optimization-cooperative-image-captioning)

Gilad Vered, Gal Oren, [Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik)

[International conference on computer vision (ICCV)](http://openaccess.thecvf.com/content_ICCV_2019/papers/Vered_Joint_Optimization_for_Cooperative_Image_Captioning_ICCV_2019_paper.)

[Adaptive Confidence Smoothing for Generalized Zero-Shot Learning](/index.php/publication/2019-03_adaptive-confidence-smoothing-generalized-zero-shot-learning)

[Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik)

Computer Vision and Pattern Recognition (CVPR) 2019

### 2018

[Probabilistic AND-OR Attribute Grouping for Zero-Shot Learning](/index.php/publication/2018-05_probabilistic-and-or-attribute-grouping-zero-shot-learning)

[Yuval Atzmon](/index.php/person/yuval-atzmon), [Gal Chechik](/index.php/person/gal-chechik)

[The conference on uncertainty in artificial intelligence (UAI 2018)](http://auai.org/uai2018/)

### 2016

[Learning to generalize to new compositions in image understanding](/index.php/publication/2016-08_learning-generalize-new-compositions-image-understanding)

[Yuval Atzmon](/index.php/person/yuval-atzmon), Jonathan Berant, Vahid Kezami, Amir Globerson, [Gal Chechik](/index.php/person/gal-chechik)

[Arxiv](https://arxiv.org/abs/1608.07639)

### 2015

[Learning Sparse Metrics, One Feature at a Time](/index.php/publication/2015-12_learning-sparse-metrics-one-feature-time)

[Yuval Atzmon](/index.php/person/yuval-atzmon), Uri Shalit, [Gal Chechik](/index.php/person/gal-chechik)

[Journal of Machine Learning Research](https://proceedings.mlr.press/v44/atzmon2015.html)