5 citations · 11 across the 5 of their papers we have counts for
4 papers · 1 filter
Neural Abstract Reasoner
Victor Kolev, Bogdan Georgiev, Svetlin Penkov
Abstract reasoning and logic inference are difficult problems for neural networks, yet essential to their applicability in highly structured domains. In this work we demonstrate th…
Using Program Induction to Interpret Transition System Dynamics
Svetlin Penkov, Subramanian Ramamoorthy
Explaining and reasoning about processes which underlie observed black-box phenomena enables the discovery of causal mechanisms, derivation of suitable abstract representations and…
Grounding Symbols in Multi-Modal Instructions
Yordan Hristov, Svetlin Penkov, Alex Lascarides +1
As robots begin to cohabit with humans in semi-structured environments, the need arises to understand instructions involving rich variability---for instance, learning to ground sym…
Explaining Transition Systems through Program Induction
Svetlin Penkov, Subramanian Ramamoorthy
Explaining and reasoning about processes which underlie observed black-box phenomena enables the discovery of causal mechanisms, derivation of suitable abstract representations and…