Datasets:

chchenhui
/

mlrbench-tasks

language:
  - en
license: mit
task_categories:
  - other
configs:
  - config_name: default
    data_files:
      - split: all_tasks
        path: data/all_tasks-*
dataset_info:
  features:
    - name: task_id
      dtype: int64
    - name: task_name
      dtype: string
    - name: task_description
      dtype: string
  splits:
    - name: all_tasks
      num_bytes: 549377
      num_examples: 201
  download_size: 292800
  dataset_size: 549377

This repository contains the benchmark dataset of MLR-Bench. We collect 201 tasks from ICLR/NeurIPS/ICML workshops over the past three years. The followings record the metadata of our collection.

Workshop without an official website or deleted

icml2024_fminwild
neurips2024_attrib_late
neurips2024_gsai
neurips2024_rlfm
iclr2023_ai4abm
iclr2023_ml4iot
iclr2023_mldd
iclr2023_NeSy_GeMs
neurips2023_new_in_ml
neurips2023_ai4mat
icml2023_esfomo

Non-general workshops

neurips2024_queerinai
iclr2024_africanlp
iclr2023_africanlp
iclr2023_IndabaX_Rwanda
icml2023_lxai

Repeated workshops

iclr2023_dl4c
iclr2023_mefomo
iclr2023_re_align and iclr2024_realign (TODO: check the details and delete one)
icml2024_fminwild potentially repeat with other workshops

Missing workshop for unknown reason

ICML 2023 The Second Workshop on New Frontiers in Adversarial Machine Learning (https://advml-frontier.github.io/)

Workshop information to be updated

iclr2025_nfam (too many citations without link, should we keep or delete them? https://nfam.vizhub.ai/)

Workshop Links

ICML 2024 (33 workshops) https://openreview.net/group?id=ICML.cc/2024/Workshop
- We keeped 24 workshops
- Workshops not included
  - without an official website or deleted
    - Agentic Markets Workshop at ICML 2024
    - Workshop on Efficient Systems for Foundation Models II @ ICML2024
  - not included with unknown reason
    - ICML 2024 AI for Science Workshop (website: https://ai4sciencecommunity.github.io/icml24.html)
    - First Workshop on Controllable Video Generation @ICML24 (https://openreview.net/group?id=ICML.cc/2024/Workshop/CVG#tab-recent-activity / https://sites.google.com/view/cvgicml2024/home)
    - ICML 2024 Workshop Differentiable Almost Everything (https://openreview.net/group?id=ICML.cc/2024/Workshop/Differentiable_Almost_Everything#tab-accept / https://differentiable.xyz/)
    - ICML 2024 Workshop on Models of Human Feedback for AI Alignment (https://openreview.net/group?id=ICML.cc/2024/Workshop/MFHAIA#tab-accept-oral / https://sites.google.com/view/mhf-icml2024)
    - ICML 2024 Workshop on Mechanistic Interpretability (https://openreview.net/group?id=ICML.cc/2024/Workshop/MI#tab-accept-oral)
  - repeated page
    - Challenge of ICML 2024 TiFA Workshop
    - MLLM Attack Challenge of ICML 2024 TiFA Workshop
  - Non-general workshops
    - LatinX in AI (LXAI) Research
    - ICML 2024 Joint Workshop Queer in AI and {Dis}Ability in AI
- Workshop out of nowhere
  - imcl2024_modelofhf??.md
NeurIPS 2023 Workshop (https://openreview.net/group?id=NeurIPS.cc/2023/Workshop)
- In total 53 workshops
- 42 workshops have been kepped
- Not included
  - not included with unknown reason
    - AI for Accelerated Materials Design - NeurIPS 2023 Workshop (https://openreview.net/group?id=NeurIPS.cc/2023/Workshop/AI4Mat#tab-accept-spotlight)
    - Associative Memory & Hopfield Networks in 2023 (https://openreview.net/group?id=NeurIPS.cc/2023/Workshop/AMHN#tab-accept-oral)
    - Socially Responsible Language Modelling Research (https://openreview.net/group?id=NeurIPS.cc/2023/Workshop/SoLaR#tab-accept-spotlight)
  - without an official website or deleted
    - NeurIPS Workshop on Attributing Model Behavior at Scale
    - NeurIPS 2023 Workshop on Backdoors in Deep Learning - The Good, the Bad, and the Ugly
    - Intrinsically-Motivated and Open-Ended Learning Workshop @NeurIPS2023
    - Multi-Agent Security Workshop @ NeurIPS'23
  - Not general
    - 2nd Annual Global South in AI Meetup
    - Muslims in Machine Learning Workshop @ NeurIPS2023
    - New in Machine Learning Workshop, NeurIPS 2023
    - NeurIPS 2023 Queer in AI Workshop
- Things to notice
  - neurips2023_mlncp.md has no topics -> maybe too general for the LLMs to generate ideas?
  - neurips2023_want.md has been repeated but not deleted
NeurIPS 2024 Workshop
- 54 workshops, 51 are included
- delete
  - 3rd Annual Global South in AI Meetup 2024
  - Latinx in AI @ NeurIPS 2024
  - Muslims in ML Workshop co-located with NeurIPS 2024
- No website or delted
  - Workshop on Generalization and Safety from Reinforcement Learning to Foundation Models
- Things to notice: without an official website or deleted
  - NeurIPS 2024 Workshop Machine Learning with new Compute Paradigms (still with an abstract here)
  - NeurIPS 2024 Third Table Representation Learning Workshop
  - UniReps: 2nd Edition of the Workshop on Unifying Representations in Neural Models