Merge branch 'dev'

Project.toml

@@ -20,6 +20,7 @@ LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589"
 Logging = "56ddb016-857b-54e1-b83d-db4d58db5568"
 LoggingExtras = "e6f89c97-d47a-5376-807f-9c37f3926c36"
 LoggingFormats = "98105f81-4425-4516-93fd-1664fb551ab6"
+NaNMath = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
 Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

README.md

@@ -1,4 +1,4 @@
-# DRSOM: A Dimension-Reduced Second-Order Method for Convex and Nonconvex Optimization
+# DRSOM.jl: A Second-Order Optimization Package for Nonlinear Programming
 <!-- | **Documentation** | | -->
 [![docs-stable][docs-stable-img]][docs-stable-url] [![docs-dev][docs-dev-img]][docs-dev-url] 
 
@@ -10,48 +10,36 @@
 [docs-dev-url]: https://copt-public.github.io/DRSOM.jl/dev
 
 
-DRSOM.jl is a Julia implementation of the Dimension-Reduced Second-Order Method for unconstrained smooth optimization. 
+DRSOM.jl is a Julia implementation of a few second-order optimization methods for nonlinear optimization. 
+
+**DRSOM.jl now includes a bunch of other algorithms, beyond the original `DRSOM`**:
+- Dimension-Reduced Second-Order Method (`DRSOM`)
+- Homogeneous Second-order Descent Method (`HSODM`).
+- Homotopy Path-Following HSODM (`PFH`)
+- Universal Trust-Region Method (`UTR`)
+
+## Reference
+You are welcome to cite our papers : )
+```
+1.  Zhang, C., Ge, D., He, C., Jiang, B., Jiang, Y., Ye, Y.: DRSOM: A Dimension Reduced Second-Order Method, http://arxiv.org/abs/2208.00208, (2022)
+2.  Zhang, C., Ge, D., He, C., Jiang, B., Jiang, Y., Xue, C., Ye, Y.: A Homogeneous Second-Order Descent Method for Nonconvex Optimization, http://arxiv.org/abs/2211.08212, (2022)
+3.  He, C., Jiang, Y., Zhang, C., Ge, D., Jiang, B., Ye, Y.: Homogeneous Second-Order Descent Framework: A Fast Alternative to Newton-Type Methods, http://arxiv.org/abs/2306.17516, (2023)
+4.  Jiang, Y., He, C., Zhang, C., Ge, D., Jiang, B., Ye, Y.: A Universal Trust-Region Method for Convex and Nonconvex Optimization, http://arxiv.org/abs/2311.11489, (2023)
+```
+
+## Developer
+
+- Chuwen Zhang <[email protected]>
+- Yinyu Ye     <[email protected]>
+
 
-DRSOM.jl now includes a bunch of algorithms, including the variants of original DRSOM and the HSODM: *Homogeneous Second-order Descent Method*.
 
 ## Known issues
 `DRSOM.jl` is still under active development. Please add issues on GitHub.
 
 ## License
 `DRSOM.jl` is licensed under the MIT License. Check `LICENSE` for more details
 
-## Acknowledgment
+## Acknowledgement
 
 - Special thanks go to the COPT team and Tianyi Lin [(Darren)](https://tydlin.github.io/) for helpful suggestions.
-
-## Developer
-
-- Chuwen Zhang <[email protected]>
-- Yinyu Ye     <[email protected]>
-
-## Reference
-You are welcome to cite our paper on DRSOM :)
-```bibtex
-@misc{zhang_drsom_2023,
-	title = {{DRSOM}: {A} {Dimension} {Reduced} {Second}-{Order} {Method}},
-	url = {http://arxiv.org/abs/2208.00208},
-	doi = {10.48550/arXiv.2208.00208},
-	author = {Zhang, Chuwen and Ge, Dongdong and He, Chang and Jiang, Bo and Jiang, Yuntian and Ye, Yinyu},
-	month = jan,
-	year = {2023},
-	note = {arXiv:2208.00208 [cs, math]},
-}
-```
-and HSODM,
-```bibtex
-@misc{zhang_homogenous_2022,
-	title = {A {Homogenous} {Second}-{Order} {Descent} {Method} for {Nonconvex} {Optimization}},
-	url = {http://arxiv.org/abs/2211.08212},
-	publisher = {arXiv},
-	author = {Zhang, Chuwen and Ge, Dongdong and He, Chang and Jiang, Bo and Jiang, Yuntian and Xue, Chenyu and Ye, Yinyu},
-	month = nov,
-	year = {2022},
-	note = {arXiv:2211.08212 [math]},
-	keywords = {Mathematics - Optimization and Control}
-}
-```