Shashua, Amnon

82 publications

ICLRW 2025 Tradeoffs Between Alignment and Helpfulness in Language Models with Steering Methods Yotam Wolf, Noam Wies, Dorin Shteyman, Binyamin Rothberg, Yoav Levine, Amnon Shashua

ICLR 2024 Align with Purpose: Optimize Desired Properties in CTC Models with a General Plug-and-Play Framework Eliya Segev, Maya Alroy, Ronen Katsir, Noam Wies, Ayana Shenhav, Yael Sapir Ben-Oren, David Zar, Oren Tadmor, Jacob Bitterman, Amnon Shashua, Tal Rosenwein

ICML 2024 Fundamental Limitations of Alignment in Large Language Models Yotam Wolf, Noam Wies, Oshri Avnery, Yoav Levine, Amnon Shashua

ICLR 2023 Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks Noam Wies, Yoav Levine, Amnon Shashua

NeurIPS 2023 The Learnability of In-Context Learning Noam Wies, Yoav Levine, Amnon Shashua

ICMLW 2022 Huge Frozen Language Models as Readers for Open-Domain Question Answering Yoav Levine, Ori Ram, Daniel Jannai, Barak Lenz, Shai Shalev-Shwartz, Amnon Shashua, Kevin Leyton-Brown, Yoav Shoham

ICLR 2022 The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design Yoav Levine, Noam Wies, Daniel Jannai, Dan Navon, Yedid Hoshen, Amnon Shashua

ICML 2021 Which Transformer Architecture Fits My Data? a Vocabulary Bottleneck in Self-Attention Noam Wies, Yoav Levine, Daniel Jannai, Amnon Shashua

NeurIPS 2020 Limits to Depth Efficiencies of Self-Attention Yoav Levine, Noam Wies, Or Sharir, Hofit Bata, Amnon Shashua

ICLR 2018 Boosting Dilated Convolutional Networks with Mixed Tensor Decompositions Nadav Cohen, Ronen Tamari, Amnon Shashua

ICLR 2018 Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design Yoav Levine, David Yakira, Nadav Cohen, Amnon Shashua

ICLR 2018 On the Expressive Power of Overlapping Architectures of Deep Learning Or Sharir, Amnon Shashua

AISTATS 2018 Sum-Product-Quotient Networks Or Sharir, Amnon Shashua

ICLR 2017 Inductive Bias of Deep Convolutional Networks Through Pooling Geometry Nadav Cohen, Amnon Shashua

ICML 2016 Convolutional Rectifier Networks as Generalized Tensor Decompositions Nadav Cohen, Amnon Shashua

CVPR 2016 Deep SimNets Nadav Cohen, Or Sharir, Amnon Shashua

NeurIPS 2016 Learning a Metric Embedding for Face Recognition Using the Multibatch Method Oren Tadmor, Tal Rosenwein, Shai Shalev-Shwartz, Yonatan Wexler, Amnon Shashua

COLT 2016 On the Expressive Power of Deep Learning: A Tensor Analysis Nadav Cohen, Or Sharir, Amnon Shashua

UAI 2012 Tightening Fractional Covering Upper Bounds on the Partition Function for High-Order Region Graphs Tamir Hazan, Jian Peng, Amnon Shashua

NeurIPS 2011 ShareBoost: Efficient Multiclass Learning with Feature Sharing Shai Shalev-shwartz, Yonatan Wexler, Amnon Shashua

ECCV 2010 The Semi-Explicit Shape Model for Multi-Object Detection and Classification Simon Polak, Amnon Shashua

CVPR 2008 A Parallel Decomposition Solver for SVM: Distributed Dual Ascend Using Fenchel Duality Tamir Hazan, Amit Man, Amnon Shashua

UAI 2008 Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies Tamir Hazan, Amnon Shashua

CVPR 2008 Probabilistic Graph and Hypergraph Matching Ron Zass, Amnon Shashua

ICCV 2007 Latent Model Clustering and Applications to Visual Recognition Simon Polak, Amnon Shashua

ICCV 2007 pLSA for Sparse Arrays with Tsallis Pseudo-Additive Divergence: Noise Robustness and Algorithm Tamir Hazan, Roee Hardoon, Amnon Shashua

NeurIPS 2006 Doubly Stochastic Normalization for Spectral Clustering Ron Zass, Amnon Shashua

ECCV 2006 Multi-Way Clustering Using Super-Symmetric Non-Negative Tensor Factorization Amnon Shashua, Ron Zass, Tamir Hazan

NeurIPS 2006 Nonnegative Sparse PCA Ron Zass, Amnon Shashua

CVPR 2006 Off-Road Path Following Using Region Classification and Geometric Projection Constraints Yaniv Alon, Andras Ferencz, Amnon Shashua

CVPR 2005 A Computer Vision System on a Chip: A Case Study from the Automotive Domain Gideon P. Stein, Elchanan Rushinek, Gaby Hayun, Amnon Shashua

CVPRW 2005 A Computer Vision System on a Chip: A Case Study from the Automotive Domain Gideon P. Stein, Elchanan Rushinek, Gaby Hayun, Amnon Shashua

ICCV 2005 A Unifying Approach to Hard and Probabilistic Clustering Ron Zass, Amnon Shashua

JMLR 2005 Feature Selection for Unsupervised and Supervised Inference: The Emergence of Sparsity in a Weight-Based Approach Lior Wolf, Amnon Shashua

CVPR 2005 Gene Selection via a Spectral Approach Lior Wolf, Amnon Shashua, Sayan Mukherjee

CVPRW 2005 Gene Selection via a Spectral Approach Lior Wolf, Amnon Shashua, Sayan Mukherjee

ICML 2005 Non-Negative Tensor Factorization with Applications to Statistics and Computer Vision Amnon Shashua, Tamir Hazan

ICCV 2005 Sparse Image Coding Using a 3D Non-Negative Tensor Factorization Tamir Hazan, Simon Polak, Amnon Shashua

NeurIPS 2004 Algebraic Set Kernels with Application to Inference over Local Image Representations Amnon Shashua, Tamir Hazan

ECCV 2004 Kernel Feature Selection with Side Data Using a Spectral Approach Amnon Shashua, Lior Wolf

ICCV 2003 Feature Selection for Unsupervised and Supervised Inference: The Emergence of Sparsity in a Weighted-Based Approach Lior Wolf, Amnon Shashua

CVPR 2003 Kernel Principal Angles for Classification Machines with Applications to Image Sequence Interpretation Lior Wolf, Amnon Shashua

JMLR 2003 Learning over Sets Using Kernel Principal Angles (Kernel Machines Section) Lior Wolf, Amnon Shashua

ECCV 2002 Principal Component Analysis over Continuous Subspaces and Intersection of Half-Spaces Anat Levin, Amnon Shashua

NeurIPS 2002 Ranking with Large Margin Principle: Two Approaches Amnon Shashua, Anat Levin

ECCV 2002 Revisiting Single-View Shape Tensors: Theory and Applications Anat Levin, Amnon Shashua

ICCV 2001 Affine 3-D Reconstruction from Two Projective Images of Independently Translating Planes Lior Wolf, Amnon Shashua

CVPR 2001 Linear Image Coding for Regression and Classification Using the Tensor-Rank Principle Amnon Shashua, Anat Levin

ICCV 2001 Multi-Frame Infinitesimal Motion Model for the Reconstruction of (Dynamic) Scenes with Multiple Linearly Moving Objects Amnon Shashua, Anat Levin

ICCV 2001 Multiple View Geometry of Non-Planar Algebraic Curves Jeremy Yermiyahou Kaminski, Michael Fryers, Amnon Shashua, Mina Teicher

ICCV 2001 Omni-Rig: Linear Self-Recalibration of a Rig with Varying Internal and External Parameters Assaf Zomet, Lior Wolf, Amnon Shashua

ICCV 2001 On Projection Matrices and Their Applications in Computer Vision Lior Wolf, Amnon Shashua

CVPR 2001 Time-Varying Shape Tensors for Scenes with Multiply Moving Points Anat Levin, Lior Wolf, Amnon Shashua

CVPR 2001 Two-Body Segmentation from Two Perspective Views Lior Wolf, Amnon Shashua

ECCV 2000 3D Reconstruction from Tangent-of-Sight Measurements of a Moving Object Seen from a Moving Camera Dana Segal, Amnon Shashua

ECCV 2000 Homography Tensors: On Algebraic Entities That Represent Three Views of Static or Moving Planar Points Amnon Shashua, Lior Wolf

ECCV 2000 On Calibration and Reconstruction from Planar Curves Jeremy Yermiyahou Kaminski, Amnon Shashua

ECCV 2000 On the Reprojection of 3D and 2D Scenes Without Explicit Model Selection Amnon Shashua, Shai Avidan

ECCV 2000 On the Structure and Properties of the Quadrifocal Tensor Amnon Shashua, Lior Wolf

CVPR 2000 On the Synthesis of Dynamic Scenes from Reference Views Yonatan Wexler, Amnon Shashua

CVPR 1999 Q-Warping: Direct Computation of Quadratic Reference Surfaces Yonatan Wexler, Amnon Shashua

CVPR 1999 The Quotient Image: Class Based Recognition and Synthesis Under Varying Illumination Conditions Tammy Riklin-Raviv, Amnon Shashua

CVPR 1999 Trajectory Triangulation of Lines: Reconstruction of a 3D Point Moving Along a Line from a Monocular Image Sequence Shai Avidan, Amnon Shashua

ICCV 1999 Trajectory Triangulation over Conic Sections Amnon Shashua, Shai Avidan, Michael Werman

ICCV 1998 Ambiguity in Reconstruction from Images of Six Points Stephen J. Maybank, Amnon Shashua

CVPR 1998 Direct Estimation of Motion and Extended Scene Structure from a Moving Stereo Rig Gideon P. Stein, Amnon Shashua

ECCV 1998 On Degeneracy of Linear Reconstruction from Three Views: Linear Line Complex and Applications Gideon P. Stein, Amnon Shashua

ECCV 1998 Threading Fundamental Matrices Shai Avidan, Amnon Shashua

CVPR 1997 Model-Based Brightness Constraints: On Direct Estimation of Structure and Motion Gideon P. Stein, Amnon Shashua

CVPR 1997 Novel View Synthesis in Tensor Space Shai Avidan, Amnon Shashua

ECCV 1996 Duality of Multi-Point and Multi-Frame Geometry: Fundamental Shape Matrices and Tensors Daphna Weinshall, Michael Werman, Amnon Shashua

CVPR 1996 Robust Recovery of Camera Rotation from Three Frames Benny Rousso, Shai Avidan, Amnon Shashua, Shmuel Peleg

ECCV 1996 The Rank 4 Constraint in Multiple (>=3) View Geometry Amnon Shashua, Shai Avidan

ICCV 1995 The Study of 3D-from-2D Using Elimination Michael Werman, Amnon Shashua

ICCV 1995 Trilinearity of Three Perspective Views and Its Associated Tensor Amnon Shashua, Michael Werman

CVPR 1994 Relative Affine Structure: Theory and Application to 3D Reconstruction from Perspective Views Amnon Shashua, Nassir Navab

ECCV 1994 The Quadric Reference Surface: Applications in Registering Views of Complex 3D Objects Amnon Shashua, Sebastian Tölg

ECCV 1994 Trilinearity in Visual Recognition by Alignment Amnon Shashua

ICCV 1993 Projective Depth: A Geometric Invariant for 3D Reconstruction from Two Perspective/orthographic Views and for Visual Recognition Amnon Shashua

NeurIPS 1991 Illumination and View Position in 3D Visual Recognition Amnon Shashua

NeurIPS 1990 Grouping Contours by Iterated Pairing Network Amnon Shashua, Shimon Ullman

ICCV 1988 Structural Saliency: The Detection of Globally Salient Structures Using a Locally Connected Network Amnon Shashua, Shimon Ullman