We are pleased to invite you to the second Samsung virtual workshop titled “When Deep Learning Meets Logic”, which will take place from June 6 to June 8, 2022. The workshop is co-organized by Vaishak Belle (University of Edinburgh), Martin Grohe (RWTH Aachen), and Efi Tsamoura (Samsung AI, Cambridge) and is sponsored by Samsung AI. The first “When Deep Learning Meets Logic” workshop was held virtually in 2021 hosting talks from renowned academics and researchers, including Leslie Valiant and Christos Papadimitriou, and had more than 1,000 attendees from world-leading research institutes and tech industries. Similar to the first workshop, the second one (https://research.samsung.com/sanw) will overview and present recent advances in the area of neuro-symbolic integration hosting talks from world-renewed researchers in computational neuroscience, deep learning, logic, computer vision, natural language understanding, and robotics. The schedule can be found below. Monday 6 June · 2 PM BST. Daniel Lee, Samsung Research. Introduction/Greeting · 2.15 PM BST - 3 PM BST. Alan Yuille, Johns Hopkins University. Generative Models and the Mismeasure of Artificial Intelligence · 3.15 PM BST – 4 PM BST. Pablo Barcelo. Pontificia Universidad Católica de Chile. Foundations of Symbolic Languages for Model Interpretability · 4.15 PM BST – 5 PM BST. Gary Marcus. Geometric Intelligence, Robust.AI, and Professor Emeritus, New York University. TBA Tuesday 7 June · 2 PM BST – 2.45 PM BST. Dan Roth, University of Pennsylvania, On Reasoning, Planning, and Incidental Supervision · 3 PM BST – 3.45 PM BST. Joohyung Lee, Samsung. Injecting Logical Constraints into Neural Networks · 4 PM BST – 4.45 PM BST. Leopoldo Bertossi, Universidad Adolfo Ibáñez. Counterfactual-Based Explanations for Classification Outcomes: Semantics and Reasoning · 5 PM BST – 5.45 PM BST. Abhinav Gupta, Carnegie Mellon University. The Knowledge, Action Cycle Tuesday 8 June · 2 PM BST – 2.45 PM BST. Wolfgang Maass, Technische Universität Graz. Neural network function without learning: How can nature achieve that? · 3 PM BST – 3.45 PM BST. Maximilian Nickel, Facebook AI Research. Modeling Symbolic Domains via Compositional and Geometric Representations. · 4 PM BST – 4.45 PM BST. Haggai Maron, NVIDIA. Subgraph Aggregation Networks · 5 PM BST – 5.45 PM BST. Rainer Gemulla, University of Mannheim. Knowledge Graph Embeddings: Models, Methods, Future? · 6 PM BST – 6.15 PM BST. Workshop Organizers. Closing Remarks. Attendance will be free and open to the public, while QA sessions will allow the attendees to actively participate. To register, please follow the link: https://event.gotowebinar.com/event/fd29c207-cec0-482c-b950-ffe938b741bd. More information can be found at https://research.samsung.com/sanw. For any questions, please write to efi.tsamoura(a)samsung.com.