thuml · minmz · Mar 19, 2026 · Mar 21, 2026 · Apr 8, 2026
diff --git a/TIMESNET_REPRODUCTION_GUIDE.md b/TIMESNET_REPRODUCTION_GUIDE.md
diff --git a/TIMESNET_REPRODUCTION_RESULTS.md b/TIMESNET_REPRODUCTION_RESULTS.md
@@ -0,0 +1,76 @@
+# TimesNet Reproduction Summary
+
+This file is generated by `scripts/summarize_timesnet_results.py`.
+
+## Long-Term Forecasting
+
+| Dataset | Ours MSE | Paper MSE | Delta | Ours MAE | Paper MAE | Delta | Runs |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ETTm1 | - | 0.400 | - | - | 0.406 | - | - |
+| ETTm2 | - | 0.291 | - | - | 0.333 | - | - |
+| ETTh1 | - | 0.458 | - | - | 0.450 | - | - |
+| ETTh2 | - | 0.414 | - | - | 0.427 | - | - |
+| Electricity | - | 0.192 | - | - | 0.295 | - | - |
+| Traffic | - | 0.620 | - | - | 0.336 | - | - |
+| Weather | - | 0.259 | - | - | 0.287 | - | - |
+| Exchange | - | 0.416 | - | - | 0.443 | - | - |
+| ILI | - | 2.139 | - | - | 0.931 | - | - |
+
+## Short-Term Forecasting
+
+| Metric | Ours | Paper | Delta |
+| --- | --- | --- | --- |
+| SMAPE | - | 11.829 | - |
+| MASE | - | 1.585 | - |
+| OWA | - | 0.851 | - |
+
+## Imputation
+
+| Dataset | Ours MSE | Paper MSE | Delta | Ours MAE | Paper MAE | Delta | Runs |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ETTm1 | - | 0.027 | - | - | 0.107 | - | - |
+| ETTm2 | - | 0.022 | - | - | 0.088 | - | - |
+| ETTh1 | - | 0.078 | - | - | 0.187 | - | - |
+| ETTh2 | - | 0.049 | - | - | 0.146 | - | - |
+| Electricity | - | 0.092 | - | - | 0.210 | - | - |
+| Weather | - | 0.030 | - | - | 0.054 | - | - |
+
+## Classification
+
+| Dataset | Ours Acc(%) | Paper Acc(%) | Delta | Runs |
+| --- | --- | --- | --- | --- |
+| EthanolConcentration | - | 35.7 | - | - |
+| FaceDetection | - | 68.6 | - | - |
+| Handwriting | - | 32.1 | - | - |
+| Heartbeat | - | 78.0 | - | - |
+| JapaneseVowels | - | 98.4 | - | - |
+| PEMS-SF | - | 89.6 | - | - |
+| SelfRegulationSCP1 | - | 91.8 | - | - |
+| SelfRegulationSCP2 | - | 57.2 | - | - |
+| SpokenArabicDigits | - | 99.0 | - | - |
+| UWaveGestureLibrary | - | 85.3 | - | - |
+
+| Dataset | Ours Acc(%) | Paper Acc(%) | Delta | Covered |
+| --- | --- | --- | --- | --- |
+| Average | - | 73.6 | - | 0 |
+
+## Anomaly Detection
+
+| Dataset | Ours F1(%) | Paper F1(%) | Delta | Runs |
+| --- | --- | --- | --- | --- |
+| SMD | - | 85.12 | - | - |
+| MSL | - | 84.18 | - | - |
+| SMAP | - | 70.85 | - | - |
+| SWAT | - | 92.10 | - | - |
+| PSM | - | 95.21 | - | - |
+
+| Dataset | Ours F1(%) | Paper F1(%) | Delta | Covered |
+| --- | --- | --- | --- | --- |
+| Average | - | 85.49 | - | 0 |
+
+## Notes
+
+- Long-term forecasting and imputation paper values are the averages reported in the main paper tables.
+- Classification and anomaly detection values in the repository logs are ratios in `[0, 1]`; this summary converts them to percentages to match the paper.
+- For anomaly detection, if a dataset has multiple runs, this summary keeps the best F1 because `SWaT` is searched over several settings in the provided script.
+- If a row is `-`, the corresponding experiment has not been completed yet.
diff --git a/article/TimesNet.pdf b/article/TimesNet.pdf
diff --git a/reproduction_logs/latest b/reproduction_logs/latest
@@ -0,0 +1 @@
+/root/zm/Time-Series-Library-meter-main_success/reproduction_logs/timesnet_20260321T083250Z
diff --git a/reproduction_logs/timesnet_20260321T083059Z/metadata.txt b/reproduction_logs/timesnet_20260321T083059Z/metadata.txt
@@ -0,0 +1,7 @@
+start_utc=2026-03-21T08:30:59Z
+root_dir=/root/zm/Time-Series-Library-meter-main_success
+conda_env=timesnet
+gpu=0
+hostname=ubuntu2204-cygtest-hgxtest
+
+[python]
diff --git a/reproduction_logs/timesnet_20260321T083250Z/TIMESNET_REPRODUCTION_RESULTS.md b/reproduction_logs/timesnet_20260321T083250Z/TIMESNET_REPRODUCTION_RESULTS.md
@@ -0,0 +1,76 @@
+# TimesNet Reproduction Summary
+
+This file is generated by `scripts/summarize_timesnet_results.py`.
+
+## Long-Term Forecasting
+
+| Dataset | Ours MSE | Paper MSE | Delta | Ours MAE | Paper MAE | Delta | Runs |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ETTm1 | - | 0.400 | - | - | 0.406 | - | - |
+| ETTm2 | - | 0.291 | - | - | 0.333 | - | - |
+| ETTh1 | - | 0.458 | - | - | 0.450 | - | - |
+| ETTh2 | - | 0.414 | - | - | 0.427 | - | - |
+| Electricity | - | 0.192 | - | - | 0.295 | - | - |
+| Traffic | - | 0.620 | - | - | 0.336 | - | - |
+| Weather | - | 0.259 | - | - | 0.287 | - | - |
+| Exchange | - | 0.416 | - | - | 0.443 | - | - |
+| ILI | - | 2.139 | - | - | 0.931 | - | - |
+
+## Short-Term Forecasting
+
+| Metric | Ours | Paper | Delta |
+| --- | --- | --- | --- |
+| SMAPE | - | 11.829 | - |
+| MASE | - | 1.585 | - |
+| OWA | - | 0.851 | - |
+
+## Imputation
+
+| Dataset | Ours MSE | Paper MSE | Delta | Ours MAE | Paper MAE | Delta | Runs |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ETTm1 | - | 0.027 | - | - | 0.107 | - | - |
+| ETTm2 | - | 0.022 | - | - | 0.088 | - | - |
+| ETTh1 | - | 0.078 | - | - | 0.187 | - | - |
+| ETTh2 | - | 0.049 | - | - | 0.146 | - | - |
+| Electricity | - | 0.092 | - | - | 0.210 | - | - |
+| Weather | - | 0.030 | - | - | 0.054 | - | - |
+
+## Classification
+
+| Dataset | Ours Acc(%) | Paper Acc(%) | Delta | Runs |
+| --- | --- | --- | --- | --- |
+| EthanolConcentration | - | 35.7 | - | - |
+| FaceDetection | - | 68.6 | - | - |
+| Handwriting | - | 32.1 | - | - |
+| Heartbeat | - | 78.0 | - | - |
+| JapaneseVowels | - | 98.4 | - | - |
+| PEMS-SF | - | 89.6 | - | - |
+| SelfRegulationSCP1 | - | 91.8 | - | - |
+| SelfRegulationSCP2 | - | 57.2 | - | - |
+| SpokenArabicDigits | - | 99.0 | - | - |
+| UWaveGestureLibrary | - | 85.3 | - | - |
+
+| Dataset | Ours Acc(%) | Paper Acc(%) | Delta | Covered |
+| --- | --- | --- | --- | --- |
+| Average | - | 73.6 | - | 0 |
+
+## Anomaly Detection
+
+| Dataset | Ours F1(%) | Paper F1(%) | Delta | Runs |
+| --- | --- | --- | --- | --- |
+| SMD | - | 85.12 | - | - |
+| MSL | - | 84.18 | - | - |
+| SMAP | - | 70.85 | - | - |
+| SWAT | - | 92.10 | - | - |
+| PSM | - | 95.21 | - | - |
+
+| Dataset | Ours F1(%) | Paper F1(%) | Delta | Covered |
+| --- | --- | --- | --- | --- |
+| Average | - | 85.49 | - | 0 |
+
+## Notes
+
+- Long-term forecasting and imputation paper values are the averages reported in the main paper tables.
+- Classification and anomaly detection values in the repository logs are ratios in `[0, 1]`; this summary converts them to percentages to match the paper.
+- For anomaly detection, if a dataset has multiple runs, this summary keeps the best F1 because `SWaT` is searched over several settings in the provided script.
+- If a row is `-`, the corresponding experiment has not been completed yet.
diff --git a/reproduction_logs/timesnet_20260321T083250Z/metadata.txt b/reproduction_logs/timesnet_20260321T083250Z/metadata.txt
@@ -0,0 +1,36 @@
+start_utc=2026-03-21T08:32:48Z
+root_dir=/root/zm/Time-Series-Library-meter-main_success
+conda_env=timesnet
+gpu=0
+hostname=ubuntu2204-cygtest-hgxtest
+
+[python]
+Python 3.10.19
+
+[torch]
+torch_version= 2.6.0+cu124
+cuda_available= True
+device_count= 1
+device0= NVIDIA A800 80GB PCIe
+
+[nvidia-smi]
+Sat Mar 21 08:32:50 2026       
++-----------------------------------------------------------------------------------------+
+| NVIDIA-SMI 550.144.03             Driver Version: 550.144.03     CUDA Version: 12.4     |
+|-----------------------------------------+------------------------+----------------------+
+| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
+| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
+|                                         |                        |               MIG M. |
+|=========================================+========================+======================|
+|   0  NVIDIA A800 80GB PCIe          Off |   00000000:00:1A.0 Off |                    0 |
+| N/A   55C    P0             69W /  300W |       1MiB /  81920MiB |      0%      Default |
+|                                         |                        |             Disabled |
++-----------------------------------------+------------------------+----------------------+
+
++-----------------------------------------------------------------------------------------+
+| Processes:                                                                              |
+|  GPU   GI   CI        PID   Type   Process name                              GPU Memory |
+|        ID   ID                                                               Usage      |
+|=========================================================================================|
+|  No running processes found                                                             |
++-----------------------------------------------------------------------------------------+
diff --git a/scripts/long_term_forecast/ETT_script/TimesNet_ETTh1.ps b/scripts/long_term_forecast/ETT_script/TimesNet_ETTh1.ps
diff --git a/scripts/long_term_forecast/ETT_script/TimesNet_ETTh1.sh b/scripts/long_term_forecast/ETT_script/TimesNet_ETTh1.sh
@@ -1,4 +1,4 @@
-export CUDA_VISIBLE_DEVICES=2
+export CUDA_VISIBLE_DEVICES=0
 
 model_name=TimesNet
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		/root/zm/Time-Series-Library-meter-main_success/reproduction_logs/timesnet_20260321T083250Z