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1 min readExecutive Guide

Executive Guide

Research Summary: An Investigation of the NeurIPS and ICML 2025 Position Tracks

Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Summary & Analysis prepared by
Aziz Shuaib Ausi
Resource type
Research Summary / Knowledge Resource
Resource published on AZIZ OS
19 August 2026
Last updated
22 September 2026
Reading time
1 min
Publication type
Executive Guide
Availability
Open access
About this Summary & Analysis

AZIZ OS provides independently prepared summaries and analytical interpretations of externally published research and knowledge sources. The underlying works remain attributable to their original authors and rights holders. This resource is intended to improve accessibility and understanding and does not replace the original publication.

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A recent analysis of the NeurIPS and ICML 2025 Position Tracks indicates a significant predominance of 'reformist critique' submissions within the publicly accessible reviewed pool. The paper argues that while these tracks effectively host critical analyses, they should explicitly seek out and balance 'direction-setting work' to foster a more diverse range of foundational contributions.

Why it matters

The composition of agenda-setting tracks in influential research venues directly impacts the future trajectory of a field, guiding funding, talent, and technological development. An overemphasis on critique without corresponding direction-setting content could limit innovation and the establishment of new research paradigms, potentially slowing progress in critical areas.

Key insights

  • Machine learning (ML) venues significantly influence the types of research and evidence deemed legitimate.
  • The NeurIPS and ICML Position Paper Tracks are designed for agenda-setting research.
  • The 2025 reviewed pool for these tracks is predominantly composed of 'reformist critique'.
  • The study audited accessible submissions using a pre-specified rubric and compared them to established agenda-shifting ML papers.
  • Three-quarters of audited submissions align with reformist critique.
  • The paper recommends that the tracks actively solicit 'direction-setting work' in addition to reformist critiques.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2608.16894

Citation

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Verification ID
ASA-EXG-2026-00453
Version
v1.0 · r0
Issued
19 August 2026
Resource prepared by
Aziz Shuaib Ausi
Resource status
Research Summary / Knowledge Resource
Underlying work
An Investigation of the NeurIPS and ICML 2025 Position Tracks
Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Provenance status
Attribution requires verification
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Underlying publication rights remain with the respective copyright holder(s). Refer to the original source for authoritative publication and licensing information.

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