ILP 2007 - PDF Preprint Papers

ILP 2007 International Workshop/Conference on Inductive Logic Programming

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ILP
2007
Springer

283views Automated Reasoning» more ILP 2007»

Building Relational World Models for Reinforcement Learning

14 years 5 months ago

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Abstract. Many reinforcement learning domains are highly relational. While traditional temporal-difference methods can be applied to these domains, they are limited in their capaci...

Trevor Walker, Lisa Torrey, Jude W. Shavlik, Richa...

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Id	Views	Title	Status

1	283	Building Relational World Models for Reinforcement Learning	claim
2	261	ILP : - Just Trie It	claim
3	256	Applying Inductive Logic Programming to Process Mining	claim
4	250	Learning Relational Options for Inductive Transfer in Relational Reinforcement Learning	claim
5	248	Bias/Variance Analysis for Relational Domains	claim
6	247	Learning with Kernels and Logical Representations	claim
7	237	Empirical Comparison of "Hard" and "Soft" Label Propagation for Relational Classification	claim
8	237	Combining Clauses with Various Precisions and Recalls to Produce Accurate Probabilistic Estimates	claim
9	226	Using ILP to Construct Features for Information Extraction from Semi-structured Text	claim
10	223	Beyond Prediction: Directions for Probabilistic and Relational Learning	claim
11	220	Seeing the Forest Through the Trees	claim
12	219	Mode-Directed Inverse Entailment for Full Clausal Theories	claim
13	219	A Phase Transition-Based Perspective on Multiple Instance Kernels	claim
14	209	Learning to Assign Degrees of Belief in Relational Domains	claim
15	206	Using Bayesian Networks to Direct Stochastic Search in Inductive Logic Programming	claim
16	203	Structural Statistical Software Testing with Active Learning in a Graph	claim
17	196	Relational Macros for Transfer in Reinforcement Learning	claim
18	194	Induction of Optimal Semantic Semi-distances for Clausal Knowledge Bases	claim

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