Houthi representatives flew to Oman on Saturday on their way to Geneva where they will take part in UN-brokered talks with the government of Yemen.
The government and the Houthis with their allies including the General People's Congress, the party of former president, were scheduled to hold the talks by mid-November.
Spokesperson for the Houthi Group, known as Ansarullah, Mohammed Abdulsalam said they decided to attend the talks amid positive signs including UN understanding of their demands.
"We have noticed positive reaction toward our insights for the talks' agenda and importance to address controversial issues as a prelude for the talks," he wrote on his Facebook timeline.
Abdulsalam hoped the talks will be productive in order to salvage the political process, end the armed conflict and lift the blockade on Yemen.
Moreover, he said that the Houthis had got invitations to visit foreign countries in order to discuss and clarify their views over the situation in the country.
The talks come as the country is facing a humanitarian catastrophe due to the several months conflict.
The conflict was sparked after the Houthi militants ousted the government in late 2014.
In late March, Saudi Arabia led an Arab military intervention with the goal to restore the legitimacy of the government.
Part of the intervention was the blockade on all sea, land and air ports which has deepened the suffering of Yemen.
Lately, the UN said 82% of Yemen's population need help, the UN has said.
Around14 million people lack access to healthcare, 19 million lack access to safe water, 14 million are food insecure and 320.000 acutely malnourished children, it said.
Moreover, the conflict has forced an estimated 2.3 million people to flee their homes and an additional 120,000 to flee the country, the UN added.