@article{JMLR:v27:25-0185,
  author  = {TIanyu Cao and Xiaokai Chen and Gesualdo Scutari},
  title   = {DCatalyst: A Unified Accelerated Framework for Decentralized Optimization},
  journal = {Journal of Machine Learning Research},
  year    = {2026},
  volume  = {27},
  number  = {47},
  pages   = {1--57},
  url     = {http://jmlr.org/papers/v27/25-0185.html}
}