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Collaborative Preference Embedding

CPE

26 papers tagged archive 2025-07-28

Introduced by Shilong Bao et al. in Collaborative Preference Embedding against Sparse Labels

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

CPE is an effective collaborative metric learning to effectively address the problem of sparse and insufficient preference supervision from the margin distribution point-of-view.

Paper

Source in the archive: Collaborative Preference Embedding against Sparse Labels, a link on www.jdl.link (archive link, not checked and not linked: not a paper host this site links to).

Papers archive 2025-07-28

26 shown of 26, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 43 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Recommendation Systems3
Classification2
Collaborative Filtering2
Combinatorial Optimization2
Decision Making2
Metric Learning2
Active Learning1
AutoML1
Camera Pose Estimation1
Data Augmentation1
Decoder1
Deep Learning1
Disentanglement1
Edge-computing1
Federated Learning1
General Classification1
Human Mesh Recovery1
Image Classification1
Inductive Bias1
Management1

Usage over time archive 2025-07-28

Papers per year tagged with CPE: 2017 to 2025, peak 6 6 0 2017: 1 paper 2017 2018: 0 papers 2018 2019: 1 paper 2019 2020: 2 papers 2020 2021: 5 papers 2021 2022: 2 papers 2022 2023: 6 papers 2023 2024: 5 papers 2024 2025: 4 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (26 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Recommendation Systems

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections