updates

Author: jalvesz

joss/paper_sparse.bib

@@ -55,7 +55,7 @@ @article{anzt2014implementing
   year={2014}
 }
 @software{fsparse2024,
-  author       = {José R. Alves Z. and
+  author       = {José Alves and
                   Samuele Giuli},
   title        = {FSPARSE: Fortran Sparse Gallery library},
   month        = may,

joss/paper_sparse.md

@@ -5,7 +5,7 @@ tags:
   - linear algebra
   - sparse matrix
 authors:
-  - name: José R. Alves Z.
+  - name: José Alves
     corresponding: true
     orcid: 0000-0001-9448-0145
     affiliation: 1
@@ -133,7 +133,7 @@ end program main
 Sparse matrix–vector multiplication has been implemented for all formats. Preliminary tests confirm correctness and scalability to moderately large problems. However:
 
 * No sparse matrix–matrix multiplication or factorizations are yet implemented.
-* Parallelism (multi-thread or multi-process) and GPU acceleration are not currently supported.
+* For data-parallelism (multi-processing with MPI or coarrays) the `spmv` kernel can be used as basis within each process. Multi-threading or GPU acceleration is not currently supported.
 * Interfaces are subject to change while the module remains experimental.
 
 Future work will address these limitations by adding additional kernels, improving performance portability, and expanding supported formats.