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..
On the Expressivity of Objective-Specification Formalisms in Reinforcement Learning
Authors: Rohan Subramani, Marcus Williams, Max Heitmann, Halfdan Holm, Charlie Griffin, Joar Max Viktor Skalse
ICLR 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | All of our results are theoretical. All proofs can be found in Appendix B. |
| Researcher Affiliation | Academia | Rohan Subramania,b, , Marcus Williamsa, , Max Heitmanna,c, , Halfdan Holma, Charlie Griffina,c, Joar Skalsea,c a AI Safety Hub, b Columbia University, c University of Oxford *Equal contribution. Correspondence to Rohan Subramani at EMAIL. |
| Pseudocode | No | The paper does not contain structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not provide concrete access to source code for the methodology described. |
| Open Datasets | No | All of our results are theoretical. All proofs can be found in Appendix B. No datasets were used for training. |
| Dataset Splits | No | All of our results are theoretical. All proofs can be found in Appendix B. No dataset split information is provided as no experiments were conducted. |
| Hardware Specification | No | All of our results are theoretical. All proofs can be found in Appendix B. No hardware specifications are provided as no experiments were conducted. |
| Software Dependencies | No | All of our results are theoretical. All proofs can be found in Appendix B. No specific ancillary software details are provided as no experiments were conducted. |
| Experiment Setup | No | All of our results are theoretical. All proofs can be found in Appendix B. No experimental setup details are provided as no experiments were conducted. |