# Time Series Attribution on ETTh1 (AUClag@25%) Source: [Time Series Attribution on ETTh1 (AUClag@25%)]() Collection index: [llms.txt]() Data updated: 2026-06-29T06:38:47.544Z Evaluation of Time Series Attribution methods on the ETTh1 dataset, focusing on the AUClag@25% metric. 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) | ETTh1 | | 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 | | --- | --- | --- | --- | | KARMA | 71 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 66 | Not recorded | 6a41fc1c206542251d7ccb7c | | KARMA | 66 | Not recorded | 6a41fc1c206542251d7ccb7c | | KARMA | 63 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 62 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 61 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 61 | Not recorded | 6a41fc1c206542251d7ccb7c | | Integrated Gradients | 49 | Not recorded | 6a41fc1c206542251d7ccb7c | | TimeSHAP | 49 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 24 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 16 | Not recorded | 6a41fc1c206542251d7ccb7c | | WI | 9 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 8 | Not recorded | 6a41fc1c206542251d7ccb7c | | DM | 4 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 3 | Not recorded | 6a41fc1c206542251d7ccb7c | | WI | 3 | Not recorded | 6a41fc1c206542251d7ccb7c | | FO | 3 | Not recorded | 6a41fc1c206542251d7ccb7c | | WI | 2 | Not recorded | 6a41fc1c206542251d7ccb7c | ### KARMA AUClag@25%: 71. Result ID: 6a4212f0fbc373592c86877f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 66. Result ID: 6a4212f0fbc373592c868778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### KARMA AUClag@25%: 66. Result ID: 6a4212f0fbc373592c868779. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### KARMA AUClag@25%: 63. Result ID: 6a4212f0fbc373592c868773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 62. Result ID: 6a4212f0fbc373592c868777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 61. Result ID: 6a4212f0fbc373592c868771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 61. Result ID: 6a4212f0fbc373592c868772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### Integrated Gradients AUClag@25%: 49. Result ID: 6a4212f0fbc373592c86877d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### TimeSHAP AUClag@25%: 49. Result ID: 6a4212f0fbc373592c86877e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### DM AUClag@25%: 24. Result ID: 6a4212f0fbc373592c86877b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### FO AUClag@25%: 16. Result ID: 6a4212f0fbc373592c868774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### WI AUClag@25%: 9. Result ID: 6a4212f0fbc373592c868776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### DM AUClag@25%: 8. Result ID: 6a4212f0fbc373592c868775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"LSTM"}. This record does not assert independent reproduction. ### DM AUClag@25%: 4. Result ID: 6a4212f0fbc373592c86876f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### FO AUClag@25%: 3. Result ID: 6a4212f0fbc373592c86876e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### WI AUClag@25%: 3. Result ID: 6a4212f0fbc373592c868770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"GRU"}. This record does not assert independent reproduction. ### FO AUClag@25%: 3. Result ID: 6a4212f0fbc373592c86877a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"TCN"}. This record does not assert independent reproduction. ### WI AUClag@25%: 2. Result ID: 6a4212f0fbc373592c86877c. [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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