Quantized-Dialog Language Model for Goal-Oriented Conversational Systems

no code implementations • 26 Dec 2018 • R. Chulaka Gunasekara, David Nahamoo, Lazaros C. Polymenakos, Jatin Ganhotra, Kshitij P. Fadnis

The key idea is to quantize the dialog space into clusters and create a language model across the clusters, thus allowing for an accurate choice of the next utterance in the conversation.

Dialog Learning Goal-Oriented Dialog +1

A Unified Implicit Dialog Framework for Conversational Search

no code implementations • 12 Feb 2018 • Song Feng, R. Chulaka Gunasekara, Sunil Shashidhara, Kshitij P. Fadnis, Lazaros C. Polymenakos

We propose a unified Implicit Dialog framework for goal-oriented, information seeking tasks of Conversational Search applications.

Conversational Search

Visualizations for an Explainable Planning Agent

no code implementations • 13 Sep 2017 • Tathagata Chakraborti, Kshitij P. Fadnis, Kartik Talamadupula, Mishal Dholakia, Biplav Srivastava, Jeffrey O. Kephart, Rachel K. E. Bellamy

In this paper, we report on the visualization capabilities of an Explainable AI Planning (XAIP) agent that can support human in the loop decision making.

Decision Making

UbuntuWorld 1.0 LTS - A Platform for Automated Problem Solving & Troubleshooting in the Ubuntu OS

no code implementations • 27 Sep 2016 • Tathagata Chakraborti, Kartik Talamadupula, Kshitij P. Fadnis, Murray Campbell, Subbarao Kambhampati

In this paper, we present UbuntuWorld 1. 0 LTS - a platform for developing automated technical support agents in the Ubuntu operating system.

Reinforcement Learning (RL)