Research map / Learning theory and algorithms / Combinatorial and search optimization
Learning Features and Abstract Actions for Computing Generalized Plans
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use goal-relevant transitions in T_G rather than building the full T theory | Feature and abstract-action learning · Q_clear | CNF clauses: 59.6M -> 767K | Helped |
| Use goal-relevant transitions in T_G rather than building the full T theory | Feature and abstract-action learning · Q_on | CNF clauses: 25.8M -> 3.3M | Helped |
| Use goal-relevant transitions in T_G rather than building the full T theory | Feature and abstract-action learning · Q_gripper | CNF clauses: 4.7M -> 358K | Helped |
| Use goal-relevant transitions in T_G rather than building the full T theory | Feature and abstract-action learning · Q_reward | CNF clauses: 11.9M -> 1.2M | Helped |
Closest papers by meaning
- Learning Planning Domains from Non-redundant Fully-Observed Traces: Theoretical Foundations and Complexity Analysis (AAAI 2024 · similarity 0.88)
- An Automatic Sound and Complete Abstraction Method for Generalized Planning with Baggable Types (AAAI 2025 · similarity 0.87)
- Generalized Planning for the Abstraction and Reasoning Corpus (AAAI 2024 · similarity 0.87)
- Efficient Lookahead Encoding and Abstracted Width for Learning General Policies in Classical Planning (NeurIPS 2026 · similarity 0.87)
- Symbolic Numeric Planning with Patterns (AAAI 2024 · similarity 0.86)
- Differentiable Learning of Lifted Action Schemas for Classical Planning (NeurIPS 2026 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.
