Temporal Abstraction Meets Generalized Logic Composition
SKILL MACHINES: TEMPORAL LOGIC COMPOSITION - OpenReview
learning with generalized policy updates. Proceedings of the National ... for temporal abstraction in reinforcement learning. Artificial Intelligence ...
PRISE: LLM-Style Sequence Compression for Learning Temporal Action Abstractions ... Temporal Logic Specification-Conditioned Decision Transformer for Offline Safe ...
Software Abstractions - CIn UFPE
tion of linear temporal logic [50] included a non-temporal quantifier, it ... a generalized relational composition (or join), and arrow is a cartesian.
Temporal Abstract Interpretation - Patrick Cousot
We study the abstract interpretation of temporal calculi and logics in a general syntax, semantics and abstraction independent setting.
Rensink, A modal-logic based graph abstraction. Lect. Notes Comput. Sci ... Koop, Temporal abstraction in temporal-difference networks. in. Proceedings ...
Advances in Neural Information Processing Systems 35 (NeurIPS ...
Policy Optimization with Linear Temporal Logic Constraints Cameron Voloshin, Hoang Le, Swarat Chaudhuri, Yisong Yue ... FourierFormer: Transformer Meets ...
Temporal and State Abstractions for Efficient Learning, Transfer, and ...
We recently proposed that hierarchical state abstraction enabled generalization ... and composition, as demonstrated by human participants. For exam- ple ...
Spatial and Temporal Abstractions in POMDPs Applied to Robot ...
A general learning method for POMDPs is the Baum-Welch algorithm (Baum & Sell, 1968), (Rabiner, 1989), which is an expectation maximization (EM) ...
On the compositionality of round abstraction
This thesis examines the use of a form of temporal abstraction in correlating two distinct views of concurrent behaviour—synchronous and asynchronous ...
The successor representation subserves hierarchical abstraction for ...
Humans have the ability to craft abstract, temporally extended and hierarchically organized plans. For instance, when considering how to make spaghetti for ...
A Metaphysical Puzzle for Neo-Fregean Abstractionists Draft
Second, we may use a hybrid logic which allows for cross-temporal relations.9 Our abstraction principle could be formulated as follows: (4). For any physical ...
Designing Ontology-based Patterns for the Representation of the ...
Whereas non-temporal criteria may be met by a simple logical statement as to ... A framework for knowledge-based temporal abstraction. Artificial ...
Fast reinforcement learning through the composition of behaviours
Preferences can change day to day: an agent might take into account how hungry it is, or whether it's running late to a meeting, in planning its ...
REALIZABLE ABSTRACTIONS: NEAR-OPTIMAL HIERARCHICAL ...
Compositional HRL and logic composition Logical descriptions and planning domains can also ... Between MDPs and semi-MDPs: A framework for temporal abstraction in ...
An Algebraic Approach to Abstraction in Semi-Markov Decision - IJCAI
Finally, we show that the. SMDP homomorphism conditions generalize the "safe" state abstraction conditions for hierarchical systems introduced by. [Dietterich, ...
Towards a generalized theory comprising digital, neuromorphic and ...
... logic and computer science textbooks. Here is how I see it. In a dramatic abstraction, parts of reasoning in a physical brain can be regarded as a-temporal ...
Statistically-Based Temporal Abstraction in Global Change Research
The general capabilities of a temporal database are reviewed. Finally, four operational temporal database systems: TQUEL, TSOS, Cyc, and Langran ...
Xuan Liu - Zhejiang University | LinkedIn
Compositional planning in Markov decision processes: Temporal abstraction meets generalized logic composition. 2019 American Control Conference (ACC) July 10 ...
International Journal on Advanced Science, Engineering and ...
IJASEIT is an international peer-reviewed journal dedicated to interchange for the results of high quality research in all aspect of science, engineering and ...
Temporal Adjuncts Clauses | PDF - Scribd
... temporal generalized quantifier each meeting (20). The result is a temporal ... generalize the temporal abstraction rule to apply to types other than t, as ...