The Conference on Neural Information Processing Systems (NeurIPS) is one of the top machine learning conferences in the world. In 2026, it will be held in Sydney (main location), Atlanta and Paris. To help the community quickly catch up on the work presented in this conference, Paper Digest Team processed all accepted papers and generated one highlight sentence (typically the main topic) for each paper, so readers can quickly get the main idea of each paper. Beyond this list, every paper is positioned in our knowledge graph: users can find related papers, patents, grants and experts for any paper, ask questions against its full text, and research or review a topic using all papers in the proceedings. This digest covers NeurIPS accepted papers from all tracks (main track, position paper track, evaluations & datasets track, ...) presented at the main conference. In total, this digest includes more than 9,000 papers; the main track alone accepted more than 7,900. We have also added full text links (mostly arXiv) to around 5,000 papers, and will update the links once the official proceedings are released.

The Annual Conference on Learning Theory (COLT) is one of the premier international conferences on learning theory. To help the community quickly catch up on the work presented in this conference, Paper Digest Team processed all accepted papers, and generated one highlight sentence (typically the main topic) for each paper. Readers are encouraged to read these machine generated highlights to quickly get the main idea of each paper.

To search for papers presented at COLT-2026 on a specific topic, please make use of the search by venue (COLT-2026) service. To summarize the latest research published at COLT-2026 on a specific topic, you can utilize the review by venue (COLT-2026) service. If you are interested in browsing papers by author, we have a comprehensive list of ~ 500 authors (COLT-2026).