Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
The Goal after Tomorrow: Offline Goal Reasoning with Norms
Authors: Pere Pardo, Christian Strasser
JAIR 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Our main results include a characterization and comparison of the completeness classes for a variety of offline GR planners, and a discussion of the irreducibility of offline GR to pure planning methods. |
| Researcher Affiliation | Academia | Pere Pardo EMAIL University of Luxembourg Department of Computer Science L-4364 Esch-sur-Alzette, Luxembourg; Christian Straßer EMAIL Ruhr-Universit at Bochum Philosophie II D-44780 Bochum, Germany |
| Pseudocode | Yes | Algorithm 1 Classical % a depth first search forward planner; Algorithm 2 Choice % a non-deterministic choice; Algorithm 3 ψ-Planner lfp(ψ(P)); Algorithm 4 βClassical; Algorithm 5 Universal; Algorithm 6 Uni Class; Algorithm 7 Append; Algorithm 7b Test expanded(s); Algorithm 8 Replan; Algorithm 9 βSaturate |
| Open Source Code | No | The paper does not provide any explicit statements about code release or links to a code repository. |
| Open Datasets | No | The paper uses conceptual examples and scenarios like the 'party scenario', 'Akrasia', 'Möbius Strip', 'Omelette', 'Chisholm paradox', and 'Order puzzle' to illustrate theoretical concepts, not empirical datasets for evaluation. |
| Dataset Splits | No | The paper does not use any empirical datasets; therefore, no dataset splits are provided. |
| Hardware Specification | No | The paper focuses on theoretical analysis of algorithms and does not describe any experiments run on specific hardware. |
| Software Dependencies | No | The paper discusses theoretical concepts, logics, and planning formalisms, but does not specify any software dependencies with version numbers for an implementation. |
| Experiment Setup | No | The paper focuses on theoretical analysis and conceptual examples, thus no experimental setup details, hyperparameters, or training configurations are provided. |