Eric Eaton

CoRR, 2024

Dissecting Deep RL with High Update Ratios: Combatting Value Overestimation and Divergence.

[BibT_eX]

[DOI]

Claas Voelcker

Igor Gilitschenski

Amir-massoud Farahmand

CoRR, 2024

Dissecting Deep RL with High Update Ratios: Combatting Value Divergence.

[BibT_eX]

Claas Voelcker

Igor Gilitschenski

Amir-massoud Farahmand

Proceedings of the 1st Reinforcement Learning Conference, 2024

Robotic Manipulation Datasets for Offline Compositional Reinforcement Learning.

[BibT_eX]

Proceedings of the 1st Reinforcement Learning Conference, 2024

A Metacognitive Approach to Out-of-Distribution Detection for Segmentation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Robotics and Automation, 2024

ZeroFlow: Scalable Scene Flow via Distillation.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Artificial Intelligence in the CS2023 Undergraduate Computer Science Curriculum: Rationale and Challenges.

[BibT_eX]

[DOI]

Susan L. Epstein

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

A domain-agnostic approach for characterization of lifelong learning systems.

[BibT_eX]

[DOI]

Neural Networks, March, 2023

How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition.

[BibT_eX]

[DOI]

Trans. Mach. Learn. Res., 2023

Gap Minimization for Knowledge Sharing and Transfer.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2023

Zero-shot Task Preference Addressing Enabled by Imprecise Bayesian Continual Learning.

[BibT_eX]

[DOI]

CoRR, 2023

ZeroFlow: Fast Zero Label Scene Flow via Distillation.

[BibT_eX]

[DOI]

CoRR, 2023

Replicable Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Fuzzy Logic++: Towards Developing Fuzzy Education Curricula Using ACM/IEEE/AAAI CS2023.

[BibT_eX]

[DOI]

Proceedings of the Fuzzy Information Processing 2023, 2023

CAROM Air - Vehicle Localization and Traffic Scene Reconstruction from Aerial Videos.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Robotics and Automation, 2023

Prospective Learning: Principled Extrapolation to the Future.

[BibT_eX]

[DOI]

Proceedings of the Conference on Lifelong Learning Agents, 2023

Machine Learning Models for Histopathological Breast Cancer Image Classification.

[BibT_eX]

[DOI]

Samantha Haines

Md Liakat Ali

Proceedings of the 2023 IEEE World AI IoT Congress (AIIoT), 2023

2022

Land Use Prediction using Electro-Optical to SAR Few-Shot Transfer Learning.

[BibT_eX]

[DOI]

Karen Li

Marshall G. Hussain Shuler

CoRR, 2022

Gap Minimization for Knowledge Sharing and Transfer.

[BibT_eX]

[DOI]

CoRR, 2022

Prospective Learning: Back to the Future.

[BibT_eX]

[DOI]

Ralph Etienne-Cummings

Kaleab Alemayehu Kinfu

CoRR, 2022

Sparse PointPillars: Maintaining and Exploiting Input Sparsity to Improve Runtime on Embedded Systems.

[BibT_eX]

[DOI]

Kyle Vedder

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2022

Modular Lifelong Reinforcement Learning via Neural Composition.

[BibT_eX]

[DOI]

Harm van Seijen

Proceedings of the Tenth International Conference on Learning Representations, 2022

CompoSuite: A Compositional Reinforcement Learning Benchmark.

[BibT_eX]

[DOI]

Proceedings of the Conference on Lifelong Learning Agents, 2022

SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries.

[BibT_eX]

[DOI]

Proceedings of the Conference on Lifelong Learning Agents, 2022

2021

Towards a theory of out-of-distribution learning.

[BibT_eX]

[DOI]

CoRR, 2021

Sparse PointPillars: Exploiting Sparsity in Birds-Eye-View Object Detection.

[BibT_eX]

[DOI]

Kyle Vedder

CoRR, 2021

Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer.

[BibT_eX]

[DOI]

Seungwon Lee

Sima Behpour

Proceedings of the 38th International Conference on Machine Learning, 2021

Lifelong Learning of Compositional Structures.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Using Task Descriptions in Lifelong Machine Learning for Improved Performance and Zero-Shot Transfer.

[BibT_eX]

[DOI]

Mohammad Rostami

David Isele

J. Artif. Intell. Res., 2020

Lifelong Policy Gradient Learning of Factored Policies for Faster Training Without Forgetting.

[BibT_eX]

[DOI]

Boyu Wang

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

Deep Transfer Learning for Few-Shot SAR Image Classification.

[BibT_eX]

[DOI]

Remote. Sens., 2019

Zero-Shot Image Classification Using Coupled Dictionary Embedding.

[BibT_eX]

[DOI]

CoRR, 2019

Artificial Intelligence for Pediatric Ophthalmology.

[BibT_eX]

[DOI]

Julia E. Reid

CoRR, 2019

Expert-Augmented Machine Learning.

[BibT_eX]

[DOI]

Efstathios D. Gennatas

CoRR, 2019

Transfer Learning via Minimizing the Performance Gap Between Domains.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Learning Shared Knowledge for Deep Lifelong Learning using Deconvolutional Networks.

[BibT_eX]

[DOI]

Seungwon Lee

James Stokes

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

SAR Image Classification Using Few-Shot Cross-Domain Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

A Lightweight Approach to Academic Research Group Management Using Online Tools: Spend More Time on Research and Less on Management.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Welcome to AI matters 4(1).

[BibT_eX]

[DOI]

AI Matters, 2018

An interview with Ayanna Howard.

[BibT_eX]

[DOI]

AI Matters, 2018

Welcome to AI matters, volume 3, issue 4.

[BibT_eX]

[DOI]

Rogelio Enrique Cardona-Rivera

AI Matters, 2018

Blue sky ideas in artificial intelligence education from the EAAI 2017 new and future AI educator program.

[BibT_eX]

[DOI]

Tiago Machado

Tom Williams

AI Matters, 2018

A Recap of the AAAI and IAAI 2018 Conferences and the EAAI Symposium.

[BibT_eX]

[DOI]

Sheila A. McIlraith

Kilian Q. Weinberger

G. Michael Youngblood

Karen L. Myers

Michael Wollowski

AI Mag., 2018

Lifelong Inverse Reinforcement Learning.

[BibT_eX]

[DOI]

Shashank Shivkumar

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Multi-Agent Distributed Lifelong Learning for Collective Knowledge Acquisition.

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, 2018

Modeling Consecutive Task Learning with Task Graph Agendas.

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, 2018

Lifelong Learning Networks: Beyond Single Agent Lifelong Learning.

[BibT_eX]

[DOI]

Mohammad Rostami

Decebal Constantin Mocanu

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Estimating 3D trajectories from 2D projections via disjunctive factored four-way conditional restricted Boltzmann machines.

[BibT_eX]

[DOI]

Pattern Recognit., 2017

Tree-Structured Boosting: Connections Between Gradient Boosted Stumps and Full Decision Trees.

[BibT_eX]

[DOI]

Efstathios D. Gennatas

CoRR, 2017

AI profiles: an interview with Maja Matarić.

[BibT_eX]

[DOI]

AI Matters, 2017

AI profiles: an interview with Peter Stone.

[BibT_eX]

[DOI]

AI Matters, 2017

AI profiles: an interview with Jim Kurose.

[BibT_eX]

[DOI]

AI Matters, 2017

ACM SIGAI activity report.

[BibT_eX]

[DOI]

AI Matters, 2017

Welcome to AI matters, volume 3, issue 3.

[BibT_eX]

[DOI]

AI Matters, 2017

Welcome to AI matters, volume 3, issue 2.

[BibT_eX]

[DOI]

AI Matters, 2017

Teaching Integrated AI through Interdisciplinary Project-Driven Courses.

[BibT_eX]

[DOI]

AI Mag., 2017

Lifelong Learning with Gaussian Processes.

[BibT_eX]

[DOI]

Christopher Clingerman

Decebal Constantin Mocanu

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

2016

Online Contrastive Divergence with Generative Replay: Experience Replay without Storing Data.

[BibT_eX]

[DOI]

CoRR, 2016

AI profiles: an interview with Peter Norvig.

[BibT_eX]

[DOI]

AI Matters, 2016

Welcome to AI Matters, volume 2, issue 3.

[BibT_eX]

[DOI]

AI Matters, 2016

Lifelong learning for disturbance rejection on mobile robots.

[BibT_eX]

[DOI]

David Isele

José-Marcio Luna

Gabriel Victor de la Cruz

James Irwin

Brandon Kallaher

Matthew E. Taylor

Proceedings of the 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2016

Using Task Features for Zero-Shot Knowledge Transfer in Lifelong Learning.

[BibT_eX]

[DOI]

David Isele

Mohammad Rostami

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

2015

Welcome to AI Matter: volume 2, issue 1.

[BibT_eX]

[DOI]

Kiri L. Wagstaff

AI Matters, 2015

Welcome to AI Matters, volume 2, issue 2.

[BibT_eX]

[DOI]

AI Matters, 2015

Who speaks for AI?

[BibT_eX]

[DOI]

Charles L. Isbell Jr.

Michael J. Wooldridge

AI Matters, 2015

Reports from the 2015 AAAI Workshop Program.

[BibT_eX]

[DOI]

AI Mag., 2015

Autonomous Cross-Domain Knowledge Transfer in Lifelong Policy Gradient Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015

Safe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret.

[BibT_eX]

[DOI]

Haitham Bou-Ammar

Rasul Tutunov

Proceedings of the 32nd International Conference on Machine Learning, 2015

Unsupervised Cross-Domain Transfer in Policy Gradient Reinforcement Learning via Manifold Alignment.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014

Multi-view constrained clustering with an incomplete mapping between views.

[BibT_eX]

[DOI]

Sara Jacob

Knowl. Inf. Syst., 2014

On the Degree Distribution of Pólya Urn Graph Processes.

[BibT_eX]

[DOI]

CoRR, 2014

Computational Sustainability: Editorial Introduction to the Summer and Fall Issues.

[BibT_eX]

[DOI]

Carla P. Gomes

Brian Charles Williams

AI Mag., 2014

Computational Sustainability.

[BibT_eX]

[DOI]

Vishnu Purushothaman Sreenivasan

Carla P. Gomes

Brian Charles Williams

AI Mag., 2014

Online Multi-Task Learning for Policy Gradient Methods.

[BibT_eX]

[DOI]

Proceedings of the 31th International Conference on Machine Learning, 2014

Online Multi-Task Gradient Temporal-Difference Learning.

[BibT_eX]

[DOI]

Haitham Bou-Ammar

Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

Online Multi-Task Learning via Sparse Dictionary Optimization.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013

Reports of the 2013 AAAI Spring Symposium Series.

[BibT_eX]

[DOI]

George Dimitri Konidaris

AI Mag., 2013

ELLA: An Efficient Lifelong Learning Algorithm.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Machine Learning, 2013

Scalable Lifelong Learning with Active Task Selection.

[BibT_eX]

[DOI]

Proceedings of the Lifelong Machine Learning, 2013

Active Task Selection for Lifelong Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013

2012

Incorporating Computational Sustainability into AI Education through a Freely-Available, Collectively-Composed Supplementary Lab Text.

[BibT_eX]

[DOI]

Proceedings of the Third Symposium on Education Advances in Artificial Intelligence, 2012

A Spin-Glass Model for Semi-Supervised Community Detection.

[BibT_eX]

[DOI]

Rachael A. Mansbach

Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

2011

Selective Transfer Between Learning Tasks Using Task-Based Boosting.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

The Importance of Selective Knowledge Transfer for Lifelong Learning.

[BibT_eX]

[DOI]

Terran Lane

Proceedings of the Lifelong Learning, 2011

2010

Modelling and learning user preferences over sets.

[BibT_eX]

[DOI]

Kiri L. Wagstaff

J. Exp. Theor. Artif. Intell., 2010

Multi-view clustering with constraint propagation for learning with an incomplete mapping between views.

[BibT_eX]

[DOI]

Sara Jacob

Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

Interactive Learning Using Manifold Geometry.

[BibT_eX]

[DOI]

Gary Holness

Daniel McFarlane

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009

Set-Based Boosting for Instance-Level Transfer.

[BibT_eX]

[DOI]

Proceedings of the ICDM Workshops 2009, 2009

2008

Modeling Transfer Relationships Between Learning Tasks for Improved Inductive Transfer.

[BibT_eX]

[DOI]

Terran Lane

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

2007

Using Multiresolution Learning for Transfer in Image Classification.

[BibT_eX]

[DOI]

John Stevenson

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

2006

Learning user preferences for sets of objects.

[BibT_eX]

[DOI]

Kiri Wagstaff

Proceedings of the Machine Learning, 2006

Multi-Resolution Learning for Knowledge Transfer.

[BibT_eX]

[DOI]

Proceedings of the Proceedings, 2006

2005

A Context-Sensitive and User-Centric Approach to Developing Personal Assistants.

[BibT_eX]

[DOI]