1. Under channel attributes of an AS2 channel for the trading partner, the Ack Mode has been set to: Async
2. Under Exchange Protocol Parameters, Receipt Delivery Option was set to, http://<host>:<port>/b2b/httpreceiver.
I think, this configuration started working.... Please let me know if any other config I missed.