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Alessandro Valentini

3 accepted papers

2025

Automatic Selection of Macro-Events for Heuristic-Search Temporal Planning

AAAI 2025technical

One of the major techniques to tackle temporal planning problems is heuristic search augmented with a symbolic representation of time in the states. Augmenting the problem with composite actions (macro-actions) is a simple and powerful approach to create "shortcuts" in the search space, at the cost…

2025

Temporal Task and Motion Planning with Metric Time for Multiple Object Navigation

AAAI 2025technical

Integrating metric time into Task And Motion Planning (TAMP) is challenging, especially with simultaneous object motion. Existing work focuses on classical and numeric TAMP, not considering deadlines, motions overlapping in time, and other temporal constraints. In this paper, we fill this gap by for…

2021

Synthesis of Search Heuristics for Temporal Planning via Reinforcement Learning

AAAI 2021technical

Automated temporal planning is the problem of synthesizing, starting from a model of a system, a course of actions to achieve a desired goal when temporal constraints, such as deadlines, are present in the problem. Despite considerable successes in the literature, scalability is still a severe limit…

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