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NeSy Sessions (All times are BST)
Location: Sandby


Wednesday 28th, 14:50 – 17:00 BST



14:50 – 15:50: NeSy Session 1
Location: Sandby
Chair: Alessandra Russo


14:50 – 15:10
Conference Track Eriq Augustine, Connor Pryor, Charles Dickens, Jay Pujara, William Yang Wang and Lise Getoor
Visual Sudoku Puzzle Classification: A Suite of Collective Neuro-Symbolic Tasks.
15:10 – 15:30
Conference Track Elena Umili, Roberto Capobianco and Giuseppe De Giacomo
Grounding LTLf specifications in images.
15:30 – 15:50
Conference Track Tommaso Carraro, Alessandro Daniele, Fabio Aiolli and Luciano Serafini
Logic Tensor Networks for Top-N Recommendation.
16:00 – 17:00: NeSy Session 2
Location: Sandby
Chair: Artur d'Avila Garcez


16:00 – 16:30
Invited Talk Forough Arabshahi
NeSy Invited talk.
16:30 – 16:50
Conference Track Matthew Morris, Pasquale Minervini and Phil Blunsom
Learning Proof Path Selection Policies in Neural Theorem Proving.
16:50 – 17:00
Conference Track Joseph Pober, Michael Luck and Odinaldo Rodrigues
From Subsymbolic to Symbolic: A Blueprint for Investigation (short paper).


Thursday 29th, 09:50 – 12:00 BST



09:50 – 10:50: NeSy Session 3
Location: Sandby
Chair: Ernesto Jimenez-Ruiz


09:50 – 10:10
Conference Track Marianna Ganapini, Murray Campbell, Francesco Fabiano, Lior Horesh, Jonathan Lenchner, Andrea Loreggia, Nicholas Mattei, Francesca Rossi, Biplav Srivastava and Kristen Brent Venable
Combining Fast and Slow Thinking for Human-like and Efficient Decisions in Constrained Environments.
10:10 – 10:30
Conference Track Remy Kusters, Yusik Kim, Marine Collery, Christian de Sainte Marie and Shubham Gupta
Differentiable rule induction with learned relational features.
10:30 – 10:50
Conference Track Till Mossakowski
Modular design patterns for neural-symbolic integration: refinement and combination.
11:00 – 12:00: NeSy Session 4
Location: Sandby
Chair: Ernesto Jimenez-Ruiz


11:00 – 11:30
Invited Talk Hannes Leitgeb
NeSy Invited talk.
11:30 – 11:50
Conference Track Martin Glauer, Robert West, Susan Michie and Janna Hastings
ESC-Rules: Explainable, Semantically Constrained Rule Sets.
11:50 – 12:00
Conference Track Simon Colton
Towards Educating Artificial Neural Systems (short paper).


Thursday 29th, 14:40 – 17:00 BST



14:40 – 15:50: NeSy Session 5
Location: Sandby
Chair: Subramanian Ramamoorthy


14:40 – 15:00
General Track Qiming Bao, Alex Peng, Tim Hartill, Neset Tan, Zhenyun Deng, Michael Witbrock and Jiamou Liu
Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation.
15:00 – 15:30
Invited Talk William Cohen
NeSy Invited talk: Knowledge Bases That Can Answer Users’ Questions.
15:30 – 15:50
Conference Track Atharv Sonwane, Abhinav Lalwani, Sweta Mahajan, Gautam Shroff and Lovekesh Vig
Neural Analogical Reasoning.
16:00: – 17:00: NeSy Session 6
Location: Sandby
Chair: Subramanian Ramamoorthy


16:00 – 16:20
Conference Track Vishwa Shah, Aditya Sharma, Gautam Shroff, Lovekesh Vig, Tirtharaj Dash and Ashwin Srinivasan
Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces.
16:20 – 16:40
Conference Track Oscar Javier Romero, Anthony Tomasic, Aaron Steinfeld and John Zimmerman
Propositional Reasoning via Neural Transformer Language Models.
16:40 – 17:00
Conference Track Adam Dahlgren Lindström and Savitha Sam Abraham
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning.


Friday 30th, 11:20 – 12:00 BST



11:20 – 12:00: NeSy Challenge
Location: Sandby
Chair: Pranava Madhyastha


11:20 - 11:40
Pranava Madhyastha
Towards a benchmark suite for neural-symbolic approaches for learning and reasoning.
11:40 - 12:00
Discussion.