- The paper proposes a novel offline reinforcement learning method that incorporates behavioral supervision to improve policy performance.
- It details a tuning mechanism leveraging expert behavioral data to balance exploration and exploitation effectively.
- Experimental results demonstrate enhanced robustness and safety compared to traditional offline RL techniques.
Refining Document Submission Guidelines for IJCAI-23
Introduction
IJCAI-23 conference introduces specific requirements for the manuscript preparation and submission process, detailing necessary formatting and procedural aspects. These guidelines aim to standardize the submission quality across various tracks, ensuring clarity and accessibility of papers.
Submission Guidelines Overview
Paper Length and Types
Manuscript length for IJCAI-23 is capped at seven pages, with an additional allowance for two pages dedicated solely to references and statements if applicable. The leniency on content placement within these additional pages varies by track, hinting at a tailored approach to different research themes. Authors are also given the option to purchase extra pages in some tracks, opening up space for extended discourse if necessary.
Formatting Requirements
A comprehensive set of formatting rules has been designated, with LaTeX and Microsoft Word templates available for authors. These templates meticulously define aspects like margin sizes, column width, and necessary fonts, predominantly recommending the Adobe Times Roman. Critical details include maintaining the letter format for page setup and a stringent prohibition on altering line numbering in initial submissions to facilitate effective review processes.
Key Submission Distinctions
Anonymity in Submissions
Depending on the track, submissions may need to be anonymized. This requirement affects how authors prepare their manuscripts, particularly in acknowledging affiliations and previous work, which must be genericized to preserve the review’s integrity.
Camera-Ready Submissions
For accepted papers in their final form, author names and affiliations must be clearly stated. Interestingly, the guidelines stipulate that no additional authors can be added post-review, ensuring that only contributors present at the submission stage are recognized officially.
Ethical and Acknowledgement Statements
The guidelines intricately detail how and where to include ethical statements and acknowledgements. These are optional and, if included, should not be numbered - mirroring the format of the main content but existing distinctly from the academic discourse.
Heading and Section Organization
Use of Headings
The proper structuring of documents is emphasized, with guidelines on heading use, section numbering, and appropriate spacing to maintain readability and structural integrity. Hierarchical organization from major headings down to subsubsections is outlined, demonstrating meticulous attention to detail.
Illustration and Table Integration
The document guides the placement and formatting of illustrations and tables within the text. These visual aids must be clearly numbered, labeled, and integrated into the document in a manner that supports the narrative flow while adhering to readability standards when printed, even in monochrome.
Conclusion
The guidelines set forth by IJCAI-23 reflect a careful balance between rigidity for the sake of uniformity and flexibility to cater to varied academic needs. The distinction between submission types and the explicit instructions on formatting and content organization underscore a commitment to a streamlined, accessible conference proceeding. These detailed prescriptions not only facilitate the review process but also ensure that the final proceedings uphold a high standard of academic presentation. Future adaptations and refinements of these guidelines might focus more on digital presentation aspects, given the increasing reliance on electronic resources in academic dissemination.