COUNTERFACTUAL CONCEPT BOTTLENECK MODELS
Gabriele Dominici, Pietro Barbiero, et al.
ICLR 2025
Event calculus is used for automating various aspects of commonsense reasoning such as everyday domains including space, time, and mentalstates, with the help of entities such as events, properties, and timepoints. Event enable the description of discrete change, while a released property following a certain trajectory or function of time is specified to describe continuous change. The Discrete Event Calculus Reasoner solves event calculus projection and explanation problems using satisfiability (SAT), while each model produced fills in facts not provided as input. Commonsense reasoning using the event calculus is used in areas such as business systems, natural language understanding, and robotics. Methods based on probability theory can be used to quantify uncertainty about commonsense knowledge, scenario, and inferences.
Gabriele Dominici, Pietro Barbiero, et al.
ICLR 2025
M.F. Cowlishaw
IBM Systems Journal
Hang-Yip Liu, Steffen Schulze, et al.
Proceedings of SPIE - The International Society for Optical Engineering
Rajiv Ramaswami, Kumar N. Sivarajan
IEEE/ACM Transactions on Networking