During the visit, Swaraj will be calling on the President of Sri Lanka, Maithripala Sirisena and Prime Minister Ranil Wickremesinghe, a statement from the External Affairs Ministry said.
"She will also have a separate meeting with the Sri Lankan Foreign Minister," it said.
The two-day conference is being jointly organised by the India Foundation, the S Rajaratnam School of International Studies (RSIS), Singapore, and the National Institute of Fundamental Studies (NIFS), Colombo, the Ministry said.
Swaraj will address the inaugural session of the conference.
There will be ministerial representation from Bangladesh, Japan, Nepal, Sri Lanka, Mauritius and Vietnam and the conference will also be attended by senior officials from the USA, Australia, India, Sri Lanka, Bangladesh, Germany, Kenya, South Korea and Afghanistan among others, India Foundation had said in a statement.