yufan/top-conference-papers

Top Conference Papers (2024-2026)

Paper metadata from 10 top computer-science conferences (ML / NLP / IR / Data Mining / RecSys), covering 2024-2026. 38,201 papers in total.

Structure

• config = conference: ACL, CIKM, ICLR, ICML, KDD, NeurIPS, RecSys, SIGIR, WSDM, WWW
• split = year: 2024, 2025, and 2026 where available

from datasets import load_dataset
ds = load_dataset("yufan/top-conference-papers", "ICLR")   # one conference
ds["2024"]                                                 # one year

Full text & analyses

PDFs/<conference-year>/ holds the paper PDFs. Paper_Reading_Markdown/<conference-year>/ holds a same-named .md for each paper where available — a deep 12-section reading analysis (research problem, prior work, method, core math, experiments, most-vulnerable assumption, minimum reproducible experiment, strongest counterexample, follow-up idea). ~14,761 analyses across WSDM, RecSys, SIGIR, CIKM, WWW, KDD, ACL, NeurIPS, ICLR.

A browseable index.html at the repo root searches all papers and renders the analysis (or shows the PDF). Clone the dataset and open it via a local web server (e.g. python -m http.server) so the in-browser markdown fetch works.

Fields (8, all string / nullable)

field	description
title	paper title
authors	comma-separated author names
venue_short	conference + year, e.g. ICLR2024
abstract	abstract - present for OpenReview/Anthology sources; null for DBLP
decision	acceptance type (e.g. poster, oral, long) - null for DBLP
arxiv_url	arXiv abstract URL (~76% populated)
source_url	official page (ACL Anthology / OpenReview / DBLP)
source_type	one of anthology, openreview, dblp

Sources

• OpenReview / ACL Anthology (ICLR, ICML, NeurIPS, ACL): include abstract and decision.
• DBLP (CIKM, KDD, RecSys, SIGIR, WSDM, WWW): bibliographic records; arxiv_url matched separately.

2026 editions are available for ACL, ICLR, ICML, WSDM, WWW (partial, reflecting accepted lists released so far).