# Time Series Attribution on Beijing PM2.5 Bei Source: [Time Series Attribution on Beijing PM2.5 Bei]() Collection index: [llms.txt]() Data updated: 2026-06-29T06:38:47.616Z Evaluation of models performing Time Series Attribution on the Beijing PM2.5 Bei dataset, assessed using metrics like AUClag@25%. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Time Series Attribution | | Dataset (including any stated split) | Beijing PM2.5 Bei | | Metric | AUClag@25% | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUClag@25%](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUClag@25% | Result date | Report paper | | --- | --- | --- | --- | | WI | 29 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 29 | Not recorded | 6a41fc1c206542251d7ccb7c | | WI | 28 | Not recorded | 6a41fc1c206542251d7ccb7c | | KARMA | 28 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 25 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 24 | Not recorded | 6a41fc1c206542251d7ccb7c | | KARMA | 24 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 22 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 22 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 19 | Not recorded | 6a41fc1c206542251d7ccb7c | | KARMA | 18 | Not recorded | 6a41fc1c206542251d7ccb7c | | WI | 10 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 2 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 1 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 1 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 1 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 1 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 1 | Not recorded | 6a41fc1c206542251d7ccb7c | ### WI AUClag@25%: 29. Result ID: 6a4212f0fbc373592c868794. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 29. Result ID: 6a4212f0fbc373592c868795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### WI AUClag@25%: 28. Result ID: 6a4212f0fbc373592c8687a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### KARMA AUClag@25%: 28. Result ID: 6a4212f0fbc373592c8687a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 25. Result ID: 6a4212f0fbc373592c86879b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 24. Result ID: 6a4212f0fbc373592c86879c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### KARMA AUClag@25%: 24. Result ID: 6a4212f0fbc373592c86879d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 22. Result ID: 6a4212f0fbc373592c868796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 22. Result ID: 6a4212f0fbc373592c8687a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 19. Result ID: 6a4212f0fbc373592c8687a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### KARMA AUClag@25%: 18. Result ID: 6a4212f0fbc373592c868797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### WI AUClag@25%: 10. Result ID: 6a4212f0fbc373592c86879a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### FO AUClag@25%: 2. Result ID: 6a4212f0fbc373592c86879e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### FO AUClag@25%: 1. Result ID: 6a4212f0fbc373592c868792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### DM AUClag@25%: 1. Result ID: 6a4212f0fbc373592c868793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### FO AUClag@25%: 1. Result ID: 6a4212f0fbc373592c868798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### DM AUClag@25%: 1. Result ID: 6a4212f0fbc373592c868799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### DM AUClag@25%: 1. Result ID: 6a4212f0fbc373592c86879f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. Page 1 of 1. 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