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cs.LG2025
Lossless Compression: A New Benchmark for Time Series Model Evaluation
Meng Wan, Benxi Tian, Jue Wang +7
The evaluation of time series models has traditionally focused on four canonical tasks: forecasting, imputation, anomaly detection, and classification. While these tasks have drive…
cs.LG2025
Enlightenment Period Improving DNN Performance
Tiantian Liu, Meng Wan, Jue Wang +1
The start of deep neural network training is characterized by a brief yet critical phase that lasts from the beginning of the training until the accuracy reaches approximately 50\%…