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Papers Benchmarks Datasets Tasks

Cross-domain Recommendation research benchmarks – Page 3 · SOTA2 Research

Cross-domain Recommendation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Amazon Cloth → Elec

2.58HR@5

9

Mar 10, 2026

Amazon Elec → Cloth

2.18HR@5

9

Mar 10, 2026

Amazon Toys → Cloth

4.01HR@5

9

Mar 10, 2026

Amazon Cloth → Toys

2.33HR@5

9

Mar 10, 2026

Amazon Toys → Home time-aware (test)

3.11HR@5

9

Mar 10, 2026

Amazon Home → Toys time-aware (test)

1.56HR@5

9

Mar 10, 2026

Amazon Cloth → Sports time-aware (test)

2.25HR@5

9

Mar 10, 2026

Amazon Sports → Cloth time-aware (test)

4.09HR@5

9

Mar 10, 2026

Amazon Home → Elec time-aware (test)

2.44HR@5

9

Mar 10, 2026

Amazon Elec → Home time-aware (test)

3.23HR@5

9

Mar 10, 2026

Electronics Technology Scenario (test)

3.77Recall@5

8

Feb 26, 2026

Phones Technology Scenario (test)

0.093Recall@5

8

Feb 26, 2026

Clothing Leisure Scenario (test)

2.88Recall@5

8

Feb 26, 2026

Sports Leisure Scenario (test)

4.8Recall@5

8

Feb 26, 2026

Amazon-16 CDs -> Books (test)

29.58HR@10

7

Feb 26, 2026

Amazon-16 Books -> CDs (test)

33.23HR@10

7

Feb 26, 2026

Amazon Reviews Music → Books

0.83MAE

6

Apr 9, 2026

Amazon Reviews Music → Movies

0.802MAE

6

Apr 9, 2026

Amazon Reviews Movies → Books

0.792MAE

6

Apr 9, 2026

Amazon Reviews Books → Movies

0.821MAE

6

Apr 9, 2026

Amazon Reviews Books → Music

0.788MAE

6

Apr 9, 2026

Page 3 of 3

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Amazon Amazon Reviews Douban Food Amazon Books

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