"We are ready to abide by an immediate and mutually agreed cessation of hostilities," the Tigrayan forces said in a statement.
Tigray has set up a negotiation team that is ready to be deployed "without delay," the statement said.
The Ethiopian federal government said in June that the African Union should facilitate peace talks.
Ethiopian government spokesman Legesse Tulu did not immediately respond to a request for comment.
The government has previously said it is willing to enter talks without preconditions.
Tigrayan forces have been at war with the Ethiopian federal government since November 2020.
The Tigrayan forces have accused Prime Minister Abiy Ahmed of centralising power at the expense of Ethiopia's regions, which Abiy has denied.
Abiy has accused the Tigrayan forces - led by the Tigray People's Liberation Front (TPLF) which used to dominate Ethiopian politics - of trying to reclaim power, which they have denied.
"The next step is to finalise a comprehensive negotiated ceasefire and an all-inclusive political dialogue to resolve issues underlying the current conflict," the Tigrayan statement said.
It said the negotiation team includes Getachew Reda, the spokesman for the TPLF, and General Tsadkan Gebretinsae.
The TPLF has previously said it wanted free access for humanitarian aid and services such as banking and telephone links restored before starting talks.
The conflict in northern Ethiopia has displaced millions and killed thousands.
Fighting re-erupted there last month following a months-long ceasefire.
