Continual Causality: A Retrospective of the Inaugural AAAI-23 Bridge Program

Martin Mundt, Keiland W. Cooper, Devendra Singh Dhami, Adéle Ribeiro, James Seale Smith, Alexis Bellot, Tyler Hayes; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:1-10

[abs][Download PDF]

Continual Treatment Effect Estimation: Challenges and Opportunities

Zhixuan Chu, Sheng Li; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:11-17

[abs][Download PDF]

Prospects of Continual Causality for Industrial Applications

Daigo Fujiwara, Kazuki Koyama, Keisuke Kiritoshi, Tomomi Okawachi, Tomonori Izumitani, Shohei Shimizu; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:18-24

[abs][Download PDF]

From IID to the Independent Mechanisms assumption in continual learning

Oleksiy Ostapenko, Pau Rodríguez, Alexandre Lacoste, Laurent Charlin; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:25-29

[abs][Download PDF]

Continually Updating Neural Causal Models

Florian Peter Busch, Jonas Seng, Moritz Willig, Matej Zečević; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:30-37

[abs][Download PDF]

Treatment Effect Estimation to Guide Model Optimization in Continual Learning

Jonas Seng, Florian Peter Busch, Matej Zečević, Moritz Willig; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:38-44

[abs][Download PDF]

Continual Causal Abstractions

Matej Zečević, Moritz Willig, Florian Peter Busch, Jonas Seng; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:45-51

[abs][Download PDF]

Causal Concept Identification in Open World Environments

Moritz Willig, Matej Zečević, Jonas Seng, Florian Peter Busch; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:52-58

[abs][Download PDF]

Spurious Features in Continual Learning

Timothée Lesort; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:59-62

[abs][Download PDF]

Towards Causal Replay for Knowledge Rehearsal in Continual Learning

Nikhil Churamani, Jiaee Cheong, Sinan Kalkan, Hatice Gunes; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:63-70

[abs][Download PDF]

Never Ending Reasoning and Learning: Opportunities and Challenges

Sriraam Natarajan, Kristian Kersting; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:71-74

[abs][Download PDF]

Modeling Uplift from Observational Time-Series in Continual Scenarios

Sanghyun Kim, Jungwon Choi, NamHee Kim, Jaesung Ryu, Juho Lee; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:75-84

[abs][Download PDF]

From Continual Learning to Causal Discovery in Robotics

Luca Castri, Sariah Mghames, Nicola Bellotto; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:85-91

[abs][Download PDF]

Issues for Continual Learning in the Presence of Dataset Bias

Donggyu Lee, Sangwon Jung, Taesup Moon; Proceedings of The First AAAI Bridge Program on Continual Causality, PMLR 208:92-99

[abs][Download PDF]