usability: drop task_categories; add CITATION.cff (Qi Li); reconciled manifest

README.md

@@ -3,8 +3,6 @@ license: apache-2.0
 language:
   - zh
   - en
-task_categories:
-  - time-series-classification
 tags:
   - vibration
   - fault-diagnosis
@@ -655,16 +653,16 @@ PHM-Vibench/
 ```bibtex
 @dataset{phm_vibench,
   title       = {{PHM-Vibench}: A Vibration Signal Benchmark Dataset for Mechanical Fault Diagnosis and Prognostics},
+  author      = {Qi Li},
   year        = {2026},
   version     = {2026.07.09},
   license     = {Apache-2.0},
   publisher   = {PHMbench},
   url         = {https://www.modelscope.cn/datasets/PHMbench/PHM-Vibench}
-  % author   = {{TODO: maintainer fill in authors and the benchmark paper}}
 }
 ```
 
-> 作者字段与基准论文待维护者补全，请勿直接复制未完成版本。
+> 作者主页:https://liq22.github.io/ 。如有 PHM-Vibench 基准论文发表,请同时引用该论文。
 
 ## 📄 许可证