Combined task and motion planning for mobile manipulation

J Wolfe, B Marthi, S Russell - Proceedings of the International …, 2010 - ojs.aaai.org
We present a hierarchical planning system and its application to robotic manipulation. The
novel features of the system are: 1) it finds high-quality kinematic solutions to task-level …

Learning heuristic functions for large state spaces

SJ Arfaee, S Zilles, RC Holte - Artificial Intelligence, 2011 - Elsevier
We investigate the use of machine learning to create effective heuristics for search
algorithms such as IDA⁎ or heuristic-search planners such as FF. Our method aims to …

[图书][B] Virtual crowds: Steps toward behavioral realism

M Kapadia, N Pelechano, JM Allbeck, NI Badler… - 2016 - Springer
This volume presents novel computational models for representing digital humans and their
interactions with other virtual characters and meaningful environments. In this context, we …

[PDF][PDF] SymBA*: A symbolic bidirectional A* planner

A Torralba, V Alcázar, D Borrajo… - International Planning …, 2014 - people.cs.aau.dk
Lately, several important advancements have been obtained in symbolic search. First,
bidirectional blind search has obtained good results on many domains. Second, perimeter …

A comparison of greedy search algorithms

C Wilt, J Thayer, W Ruml - proceedings of the international symposium …, 2010 - ojs.aaai.org
We discuss the relationships between three approaches to greedy heuristic search: best-
first, hill-climbing, and beam search. We consider the design decisions within each family …

A general theory of additive state space abstractions

F Yang, J Culberson, R Holte, U Zahavi… - Journal of Artificial …, 2008 - jair.org
Informally, a set of abstractions of a state space S is additive if the distance between any two
states in S is always greater than or equal to the sum of the corresponding distances in the …

The generalized A* architecture

PF Felzenszwalb, D McAllester - Journal of Artificial Intelligence Research, 2007 - jair.org
We consider the problem of computing a lightest derivation of a global structure using a set
of weighted rules. A large variety of inference problems in AI can be formulated in this …

Multi-domain real-time planning in dynamic environments

M Kapadia, A Beacco, F Garcia, V Reddy… - Proceedings of the 12th …, 2013 - dl.acm.org
This paper presents a real-time planning framework for multi-character navigation that
enables the use of multiple heterogeneous problem domains of differing complexities for …

Automated creation of pattern database search heuristics

S Edelkamp - International Workshop on Model Checking and …, 2006 - Springer
Pattern databases are dictionaries for heuristic estimates storing state-to-goal distances in
state space abstractions. Their effectiveness is sensitive to the selection of the underlying …

Maximizing over multiple pattern databases speeds up heuristic search

RC Holte, A Felner, J Newton, R Meshulam, D Furcy - Artificial Intelligence, 2006 - Elsevier
A pattern database (PDB) is a heuristic function stored as a lookup table. This paper
considers how best to use a fixed amount (m units) of memory for storing pattern databases …