Deep Learning for Holistic Inference

Project Information

HOLI

Grant agreement ID: 819080

DOI

10.3030/819080

Project closed

EC signature date 17 January 2019

Start date 1 February 2019

End date 31 January 2025

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 932 500,00

EU contribution

€ 1 932 500,00

Coordinated by

TEL AVIV UNIVERSITY
Israel

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (30)

Finding Visual Task Vectors

Author(s): Alberto Hojel, Yutong Bai, Trevor Darrell, Amir Globerson, Amir Bar
Published in: ECCV24, 2024
Publisher: Springer

Provable Benefits of Complex Parameterizations for Structured State Space Models

Author(s): Yuval Ran-Milo, Eden Lumbroso, Edo Cohen-Karlik, Raja Giryes, Amir Globerson, Nadav Cohen
Published in: 2024
Publisher: NeurIPS

Compositional Video Synthesis with Action Graphs

Author(s): Bar, Amir; Herzig, Roei; Wang, Xiaolong; Chechik, Gal; Darrell, Trevor; Globerson, Amir
Published in: International Conference on Machine Learning (ICML, 2021), Issue 1, 2021
Publisher: The International Machine Learning Society

What Are You Token About? Dense Retrieval as Distributions Over the Vocabulary

Author(s): Ori Ram, Liat Bezalel, Adi Zicher, Yonatan Belinkov, Jonathan Berant, Amir Globerson
Published in: 2023
Publisher: n Chapter of the ACL About Calls Elections Conferences Minutes Officers Policies News RSS Feed The North American Chapter of the Association for Computational Linguistics

Regularizing Towards Permutation Invariance In Recurrent Models

Author(s): Cohen, Edo; Ben David, Avichai; Globerson, Amir
Published in: Advanced in Neural Information Processing Systems (NeurIPS) 2020, 2020
Publisher: NeurIPS

On the Inductive Bias of a CNN for Orthogonal Patterns Distributions

Author(s): Brutzkus, Alon; Globerson, Amir
Published in: Uncertainty in Artificial Inteliigence 2021, Issue 1, 2021
Publisher: UAI

On the Implicit Bias of Initialization Shape: Beyond Infinitesimal Mirror Descent

Author(s): Azulay, Shahar; Moroshko, Edward; Shpigel Nacson, Mor; Woodworth, Blake; Srebro, Nathan; Globerson, Amir; Soudry, Daniel
Published in: International Conference on Machine Learning 2021, 2021
Publisher: ICML

Object-Region Video Transformers

Author(s): Roei Herzig, Elad Ben-Avraham, Karttikeya Mangalam, Amir Bar, Gal Chechik, Anna Rohrbach, Trevor Darrell, Amir Globerson
Published in: 2022
Publisher: Conference on Computer Vision and Pattern Recognition (CVPR), 2022
DOI: 10.48550/arxiv.2110.06915

Towards Understanding Learning in Neural Networks with Linear Teachers

Author(s): Sarussi, Roy; Brutzkus, Alon; Globerson, Amir
Published in: International Conference on Machine Learning 2021, 2021
Publisher: ICML

PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data

Author(s): Roei Herzig, Ofir Abramovich, Elad Ben-Avraham, Assaf Arbelle, Leonid Karlinsky, Ariel Shamir, Trevor Darrell, Amir Globerson
Published in: 2024
Publisher: WACV

In-Context Learning Creates Task Vectors

Author(s): Roee Hendel, Mor Geva, Amir Globerson
Published in: 2023
Publisher: EMNLP

EgoPet: Egomotion and Interaction Data from an Animal's Perspective

Author(s): Amir Bar, Arya Bakhtiar, Danny Tran, Antonio Loquercio, Jathushan Rajasegaran, Yann LeCun, Amir Globerson, Trevor Darrell
Published in: European Conference on Computer Vision (ECCV), 2024
Publisher: Springer
DOI: 10.48550/arxiv.2404.09991

Stochastic positional embeddings improve masked image modeling

Author(s): Amir Bar, Florian Bordes, Assaf Shocher, Mahmoud Assran, Pascal Vincent, Nicolas Ballas, Trevor Darrell, Amir Globerson, Yann LeCun
Published in: 2024
Publisher: ICML

Learning Canonical Representations for Scene Graph to Image Generation

Author(s): Herzig, Roei; Bar, Amir; Xu, Huijuan; Chechik, Gal; Darrell, Trevor; Globerson, Amir
Published in: European Conference on Computer Vision (ECCV, 2020), Issue 2, 2020
Publisher: Springer

On the Implicit Bias of Gradient Descent for Temporal Extrapolation

Author(s): Cohen-Karlik, Edo; David, Avichai Ben; Cohen, Nadav; Globerson, Amir
Published in: International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Publisher: PMLR
DOI: 10.48550/arxiv.2202.04302

Implicit Bias of Policy Gradient in Linear Quadratic Control: Extrapolation to Unseen Initial States

Author(s): Noam Razin, Yotam Alexander, Edo Cohen-Karlik, Raja Giryes, Amir Globerson, Nadav Cohen
Published in: 2024
Publisher: ICML

Efficient Learning of CNNs using Patch Based Features

Author(s): Alon Brutzkus, Amir Globerson, Eran Malach, Alon Regev Netser, Shai Shalev-Schwartz Proceedings
Published in: 2022
Publisher: of the 39th International Conference on Machine Learning, PMLR

Learning to Retrieve Passages without Supervision

Author(s): Ori Ram, Gal Shachaf, Omer Levy, Jonathan Berant, Amir Globerson
Published in: 2021
Publisher: arxiv
DOI: 10.48550/arxiv.2112.07708

Bringing Image Structure to Video via Frame-Clip Consistency of Object Tokens

Author(s): Elad Ben Avraham, Roei Herzig, Karttikeya Mangalam, Amir Bar, Anna Rohrbach, Leonid Karlinsky , Trevor Darrell, Amir Globerson
Published in: 2022
Publisher: Advanced in Neural Information Processing Systems (NeurIPS)

Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs

Author(s): Roei Herzig, Alon Mendelson, Leonid Karlinsky, Assaf Arbelle, Rogerio Feris, Trevor Darrell, Amir Globerson
Published in: 2023
Publisher: EMNLP

Few-Shot question answering by pretraining span selection

Author(s): Ram, Ori; Kirstain, Yuval; Berant, Jonathan; Globerson, Amir; Levy, Omer
Published in: Association for Computational Linguistics (ACL), 2021, 2021
Publisher: ACL-IJCNLP

Differentiable Scene Graphs

Author(s): Moshiko Raboh, Roei Herzig, Jonathan Berant, Gal Chechik, Amir Globerson
Published in: 2020 IEEE Winter Conference on Applications of Computer Vision (WACV), 2020, Page(s) 1477-1486, ISBN 978-1-7281-6553-0
Publisher: IEEE
DOI: 10.1109/wacv45572.2020.9093297

On the Inductive Bias of Neural Networks for Learning Read-once DNFs

Author(s): Ido Bronstein, Alon Brutzkus, Amir Globerson
Published in: 2022
Publisher: The Conference on Uncertainty in Artificial Intelligence (UAI)

Pre-training Mention Representations in Coreference Models

Author(s): Yuval Varkel, Amir Globerson
Published in: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020, Page(s) 8534-8540
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.emnlp-main.687

BERTese: Learning to Speak to BERT

Author(s): Haviv, Adi; Berant, Jonathan; Globerson, Amir
Published in: European Chapter of the Association for Computational Linguistics (EACL) 2021, 2021
Publisher: EACL

Learning Low Dimensional State Spaces with Overparameterized Recurrent Neural Nets

Author(s): Edo Cohen-Karlik, Itamar Menuhin-Gruman, Raja Giryes, Nadav Cohen, Amir Globerson
Published in: 2023
Publisher: The Eleventh International Conference on Learning Representations

Visual Prompting via Image Inpainting

Author(s): Amir Bar, Yossi Gandelsman, Trevor Darrell , Amir Globerson, Alexei Efros
Published in: 2022
Publisher: Advanced in Neural Information Processing Systems (NeurIPS)

DETReg: Unsupervised Pretraining with Region Priors for Object Detection

Author(s): Bar, Amir; Wang, Xin; Kantorov, Vadim; Reed, Colorado J; Herzig, Roei; Chechik, Gal; Rohrbach, Anna; Darrell, Trevor; Globerson, Amir
Published in: 2022
Publisher: Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Learning Object Permanence from Video

Author(s): Shamsian, Aviv; Kleinfeld, Ofri; Globerson, Amir; Chechik, Gal
Published in: European Conference on Computer Vision (ECCV, 2020), Issue 2, 2020
Publisher: Computing Research Repository (CoRR)

Teaching Models to Improve on Tape

Author(s): Liat Bezalel, Eyal Orgad, Amir Globerson
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 39, 2025, Page(s) 15550-15558, ISSN 2374-3468
Publisher: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aaai.v39i15.33707

Other (2)

Holdout SGD: Byzantine Tolerant Federated Learning

Author(s): Shahar Azulay, Lior Raz, Amir Globerson, Tomer Koren, Yehuda Afek
Published in: 2020
Publisher: arxiv

On the Expressivity of Selective State-Space Layers:A Multivariate Polynomial Approach

Author(s): Edo Cohen-Karlik, Itamar Zimerman, Liane Galanti, Ido Atad, Amir Globerson, Lior Wolf
Published in: 2025
Publisher: arxiv
DOI: 10.48550/arxiv.2502.02209