Amnon Shashua

Affiliations:
  • Hebrew University of Jerusalem, Israel


According to our database1, Amnon Shashua authored at least 126 papers between 1988 and 2024.

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Bibliography

2024
Tradeoffs Between Alignment and Helpfulness in Language Models.
CoRR, 2024

Generating Benchmarks for Factuality Evaluation of Language Models.
Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics, 2024

2023
Align With Purpose: Optimize Desired Properties in CTC Models with a General Plug-and-Play Framework.
CoRR, 2023

Fundamental Limitations of Alignment in Large Language Models.
CoRR, 2023

In-Context Retrieval-Augmented Language Models.
CoRR, 2023

The Learnability of In-Context Learning.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

Parallel Context Windows for Large Language Models.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

2022
Parallel Context Windows Improve In-Context Learning of Large Language Models.
CoRR, 2022

MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning.
CoRR, 2022

Standing on the Shoulders of Giant Frozen Language Models.
CoRR, 2022

The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Neural tensor contractions and the expressive power of deep neural quantum states.
CoRR, 2021

Which transformer architecture fits my data? A vocabulary bottleneck in self-attention.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
On the Ethics of Building AI in a Responsible Manner.
CoRR, 2020

Limits to Depth Efficiencies of Self-Attention.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

SenseBERT: Driving Some Sense into BERT.
Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

2019
SenseBERT: Driving Some Sense into BERT.
CoRR, 2019

Deep autoregressive models for the efficient variational simulation of many-body quantum systems.
CoRR, 2019

Vision Zero: on a Provable Method for Eliminating Roadway Accidents without Compromising Traffic Throughput.
CoRR, 2019

2018
Bridging Many-Body Quantum Physics and Deep Learning via Tensor Networks.
CoRR, 2018

On the Expressive Power of Overlapping Architectures of Deep Learning.
Proceedings of the 6th International Conference on Learning Representations, 2018

Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design.
Proceedings of the 6th International Conference on Learning Representations, 2018

Benefits of Depth for Long-Term Memory of Recurrent Networks.
Proceedings of the 6th International Conference on Learning Representations, 2018

Boosting Dilated Convolutional Networks with Mixed Tensor Decompositions.
Proceedings of the 6th International Conference on Learning Representations, 2018

Sum-Product-Quotient Networks.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017
On a Formal Model of Safe and Scalable Self-driving Cars.
CoRR, 2017

On the Expressive Power of Overlapping Operations of Deep Networks.
CoRR, 2017

Analysis and Design of Convolutional Networks via Hierarchical Tensor Decompositions.
CoRR, 2017

Inductive Bias of Deep Convolutional Networks through Pooling Geometry.
Proceedings of the 5th International Conference on Learning Representations, 2017

2016
Tensorial Mixture Models.
CoRR, 2016

Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving.
CoRR, 2016

On the Sample Complexity of End-to-end Training vs. Semantic Abstraction Training.
CoRR, 2016

Long-term Planning by Short-term Prediction.
CoRR, 2016

Learning a Metric Embedding for Face Recognition using the Multibatch Method.
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Convolutional Rectifier Networks as Generalized Tensor Decompositions.
Proceedings of the 33nd International Conference on Machine Learning, 2016

Deep SimNets.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

On the Expressive Power of Deep Learning: A Tensor Analysis.
Proceedings of the 29th Conference on Learning Theory, 2016

2014
SimNets: A Generalization of Convolutional Networks.
CoRR, 2014

2012
Tightening Fractional Covering Upper Bounds on the Partition Function for High-Order Region Graphs.
Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence, 2012

2011
ShareBoost: Efficient multiclass learning with feature sharing.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

2010
Norm-Product Belief Propagation: Primal-Dual Message-Passing for Approximate Inference.
IEEE Trans. Inf. Theory, 2010

The Latent Bernoulli-Gauss Model for Data Analysis
CoRR, 2010

Stereo-Assist: Top-down stereo for driver assistance systems.
Proceedings of the IEEE Intelligent Vehicles Symposium (IV), 2010

The Semi-explicit Shape Model for Multi-object Detection and Classification.
Proceedings of the Computer Vision, 2010

2009
Introduction to Machine Learning: Class Notes 67577
CoRR, 2009

2008
Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies.
Proceedings of the UAI 2008, 2008

Probabilistic graph and hypergraph matching.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

A Parallel Decomposition Solver for SVM: Distributed dual ascend using Fenchel Duality.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
Latent Model Clustering and Applications to Visual Recognition.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

pLSA for Sparse Arrays With Tsallis Pseudo-Additive Divergence: Noise Robustness and Algorithm.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

2006
The Golem Group/University of California at Los Angeles autonomous ground vehicle in the DARPA grand challenge.
J. Field Robotics, 2006

Doubly Stochastic Normalization for Spectral Clustering.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Nonnegative Sparse PCA.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Multi-way Clustering Using Super-Symmetric Non-negative Tensor Factorization.
Proceedings of the Computer Vision, 2006

Off-road Path Following using Region Classification and Geometric Projection Constraints.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

2005
Feature Selection for Unsupervised and Supervised Inference: The Emergence of Sparsity in a Weight-Based Approach.
J. Mach. Learn. Res., 2005

Non-negative tensor factorization with applications to statistics and computer vision.
Proceedings of the Machine Learning, 2005

A Unifying Approach to Hard and Probabilistic Clustering.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Sparse Image Coding Using a 3D Non-Negative Tensor Factorization.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Gene Selection via a Spectral Approach.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005

A Computer Vision System on a Chip: a case study from the automotive domain.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005

2004
Multiple View Geometry of General Algebraic Curves.
Int. J. Comput. Vis., 2004

Algebraic Set Kernels with Application to Inference Over Local Image Representations.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004

Kernel Feature Selection with Side Data Using a Spectral Approach.
Proceedings of the Computer Vision, 2004

2003
Learning over Sets using Kernel Principal Angles.
J. Mach. Learn. Res., 2003

Feature Selection for Unsupervised and Supervised Inference: the Emergence of Sparsity in a Weighted-based Approach.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

Kernel Principal Angles for Classification Machines with Applications to Image Sequence Interpretation.
Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), 2003

2002
On Projection Matrices P<sup>k</sup>-> P<sup>2</sup>k=3, ..., 6, and their Applications in Computer Vision.
Int. J. Comput. Vis., 2002

Guest Editorial.
Int. J. Comput. Vis., 2002

Ranking with Large Margin Principle: Two Approaches.
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

Manifold Pursuit: A New Approach to Appearance Based Recognition.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Principal Component Analysis over Continuous Subspaces and Intersection of Half-Spaces.
Proceedings of the Computer Vision, 2002

Revisiting Single-View Shape Tensors: Theory and Applications.
Proceedings of the Computer Vision, 2002

2001
Q-Warping: Direct Computation of Quadratic Reference Surfaces.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

The Quotient Image: Class-Based Re-Rendering and Recognition with Varying Illuminations.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

Threading Fundamental Matrices.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

Omni-Rig: Linear Self-Recalibration of a Rig with Varying Internal and External Parameters.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Affine 3-D Reconstruction from Two Projective Images of Independently Translating Planes.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

On Projection Matrices and their Applications in Computer Vision.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Multi-Frame Infinitesimal Motion Model for the Reconstruction of (Dynamic) Scenes with Multiple Linearly Moving Objects.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Multiple View Geometry of Non-planar Algebraic Curves.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Two-body Segmentation from Two Perspective Views.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

Linear Image Coding for Regression and Classification using the Tensor-rank Principle.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

Time-varying Shape Tensors for Scenes with Multiply Moving Points.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000
Model-Based Brightness Constraints: On Direct Estimation of Structure and Motion.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

Trajectory Triangulation: 3D Reconstruction of Moving Points from a Monocular Image Sequence.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

Join Tensors: On 3D-to-3D Alignment of Dynamic Sets.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

On the Structure and Properties of the Quadrifocal Tensor.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

Homography Tensors: On Algebraic Entities that Represent Three Views of Static or Moving Planar Points.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

On the Reprojection of 3D and 2D Scenes Without Explicit Model Selection.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

3D Reconstruction from Tangent-of-Sight Measurements of a Moving Object Seen from a Moving Camera.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

On Calibration and Reconstruction from Planar Curves.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

On the Synthesis of Dynamic Scenes from Reference Views.
Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999
On Degeneracy of Linear Reconstruction From Three Views: Linear Line Complex and Applications.
IEEE Trans. Pattern Anal. Mach. Intell., 1999

On the Relationship Between the Support Vector Machine for Classification and Sparsified Fisher's Linear Discriminant.
Neural Process. Lett., 1999

Trajectory Triangulation over Conic Sections.
Proceedings of the International Conference on Computer Vision, 1999

The Quotient Image: Class Based Recognition and Synthesis under Varying Illumination Conditions.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

Trajectory Triangulation of Lines: Reconstruction of a 3D point Moving along a Line from a Monocular Image Sequence.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

1998
Novel View Synthesis by Cascading Trilinear Tensors.
IEEE Trans. Vis. Comput. Graph., 1998

Omni-Rig sensors: what can be done with a non-rigid vision platform?
Proceedings of the Proceedings Fourth IEEE Workshop on Applications of Computer Vision, 1998

Tensor Embedding of the Fundamental Matrix.
Proceedings of the 3D Structure from Multiple Images of Large-Scale Environments, 1998

Ambiguity in Reconstruction from Images of Six Points.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

Direct Estimation of Motion and Extended Scene Structure from a Moving Stereo Rig.
Proceedings of the 1998 Conference on Computer Vision and Pattern Recognition (CVPR '98), 1998

1997
The Quadric Reference Surface: Theory and Applications.
Int. J. Comput. Vis., 1997

On Photometric Issues in 3D Visual Recognition from a Single 2D Image.
Int. J. Comput. Vis., 1997

Image-based view synthesis by combining trilinear tensors and learning techniques.
Proceedings of the ACM Symposium on Virtual Reality Software and Technology, 1997

Novel view synthesis in tensor space.
Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97), 1997

Trilinear Tensor: The Fundamental Construct of Multiple-view Geometry and Its Applications.
Proceedings of the Algebraic Frames for the Perception-Action Cycle, 1997

1996
Relative Affine Structure: Canonical Model for 3D From 2D Geometry and Applications.
IEEE Trans. Pattern Anal. Mach. Intell., 1996

Duality of Multi-Point and Multi-Frame Geometry: Fundamental Shape Matrices and Tensors.
Proceedings of the Computer Vision, 1996

The Rank 4 Constraint in Multiple (>=3) View Geometry.
Proceedings of the Computer Vision, 1996

Robust Recovery of Camera Rotation from Three Frames.
Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96), 1996

1995
Algebraic Functions For Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., 1995

The Study of 3D-from-2D Using Elimination.
Proceedings of the Procedings of the Fifth International Conference on Computer Vision (ICCV 95), 1995

Trilinearity of Three Perspective Views and its Associated Tensor.
Proceedings of the Procedings of the Fifth International Conference on Computer Vision (ICCV 95), 1995

Multiple-View Geometry and Photometry.
Proceedings of the Recent Developments in Computer Vision, 1995

1994
Projective Structure from Uncalibrated Images: Structure From Motion and Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., 1994

The Quadric Reference Surface: Applications in Registering Views of Complex 3D Objects.
Proceedings of the Computer Vision, 1994

Trilinearity in Visual Recognition by Alignment.
Proceedings of the Computer Vision, 1994

Relative affine structure: theory and application to 3D reconstruction from perspective views.
Proceedings of the Conference on Computer Vision and Pattern Recognition, 1994

1993
Projective depth: A geometric invariant for 3D reconstruction from two perspective/orthographic views and for visual recognition.
Proceedings of the Fourth International Conference on Computer Vision, 1993

On Geomatric and Algebraic Aspects of 3D Affine and Projective Structures from Perspective 2D Views.
Proceedings of the Applications of Invariance in Computer Vision, Second Joint European, 1993

1991
Illumination and View Position in 3D Visual Recognition.
Proceedings of the Advances in Neural Information Processing Systems 4, 1991

1990
Grouping Contours by Iterated Pairing Networks.
Proceedings of the Advances in Neural Information Processing Systems 3, 1990

1988
Structural Saliency: The Detection Of Globally Salient Structures using A Locally Connected Network.
Proceedings of the Second International Conference on Computer Vision, 1988


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