Filtering the Signal

Working researchers build a personal filter stack:

• Curated digests and lab blogs — distilled takes with context that an arXiv abstract can't give
• Best-paper lists and oral selections — reviewers collectively flag the top few percent of each conference
• Curation tools — citation velocity, 'papers with code' feeds, and trusted voices on social media — but beware: hype amplification tracks novelty, not correctness
• Survey papers — when a subfield matures, a good survey compresses 200 papers into 40 pages with a taxonomy. Entering a new area? Start there.