IBM Research Scenario Planning Advisor (SPA)     

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 Timothy R Dinger photo photoOktie Hassanzadeh photo photoSHIRIN SOHRABI photo photo

IBM Research Scenario Planning Advisor (SPA) Publications



2021

Unsupervised Causal Knowledge Extraction from Text using Natural Language Inference (Student Abstract)
Manik Bhandari, Mark Feblowitz, Oktie Hassanzadeh, Kavitha Srinivas, Shirin Sohrabi
Proceedings of the AAAI Conference on Artificial Intelligence, pp. 15759-15760, 2021
Abstract   information extraction, text corpus, natural language understanding, decision support system, natural language processing, use case, risk management, computer science, artificial intelligence, causal knowledge, natural language inference

IBM Scenario Planning Advisor: A Neuro-Symbolic ERM Solution
Mark Feblowitz, Oktie Hassanzadeh, Michael Katz, Shirin Sohrabi, Kavitha Srinivas, Octavian Udrea
Proceedings of the Demonstration Track at the 35th Conference on Artificial Intelligence (AAAI-21), 2021


2020

IBM Scenario Planning Advisor: A Neuro-Symbolic ERM solution
Mark Feblowitz, Oktie Hassanzadeh, Michael Katz, Shirin Sohrabi, Kavitha Srinivas, Octavian Udrea
Proceedings of Application Showcase Program at the 30th International Conference on Automated Planning and Scheduling (ICAPS-2020)
Won first place

Generating diverse plans
Michael Katz and Shirin Sohrabi
US Patent US20200074315A1

Top-Quality Planning: Finding Practically Useful Sets of Best Plans
Michael Katz, Shirin Sohrabi, Octavian Udrea
Proceedings of the 34th Conference on Artificial Intelligence (AAAI-20), 2020


Causal Knowledge Extraction Through Large-Scale Text Mining
Oktie Hassanzadeh, Debarun Bhattacharjya, Mark Feblowitz, Kavitha Srinivas, Michael Perrone, Shirin Sohrabi, Michael Katz
Proceedings of the Demonstration Track at the 34th Conference on Artificial Intelligence (AAAI-20), 2020


2019

Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts
Oktie Hassanzadeh, Debarun Bhattacharjya, Mark Feblowitz, Kavitha Srinivas, Michael Perrone, Shirin Sohrabi, Michael Katz
Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI-19), 2019

AI Planning for Enterprise: Putting Theory Into Practice
Shirin Sohrabi
Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI-19), 2019

IBM Scenario Planning Advisor: Plan recognition as AI planning in practice
Shirin Sohrabi, Michael Katz, Oktie Hassanzadeh, Octavian Udrea, Mark D. Feblowitz, and Anton Riabov
AI Communications 32(1), 1-13, 2019


2018

Guided Plan Recognition
Shirin Sohrabi, Michael Katz.
US Patent 20180285770A1

IBM Scenario Planning Advisor: Plan Recognition as AI Planning in Practice
Shirin Sohrabi, Michael Katz, Oktie Hassanzadeh, Octavian Udrea, Mark D. Feblowitz
Proceedings of Demonstration Track at the the 27th International Joint Conference on Artificial Intelligence (IJCAI-18), 2018
Won runner-up award.

An AI Planning Solution to Scenario Generation for Enterprise Risk Management
Shirin Sohrabi, Anton Riabov, Michael Katz, and Octavian Udrea
Proceedings of the 32nd Conference on Artificial Intelligence (AAAI-18), 2018


2017

Scenario Planning and Risk Management
Yuan-Chi Chang, Mark D Feblowitz, Nagui Halim, Stuart S Horn, Edward J Pring, Anton V Riabov, Edward W Shay, Shirin Sohrabi, Deepak S Turaga, Octavian Udrea, Fang Yuan, Peter Zimmer
US Patent US20180218300A1

Translation of Artificial Intelligence Representations
Shirin Sohrabi, Anton Riabov, Octavian Udrea
US Patent US20180218475A1

State Projection via AI Planning
Shirin Sohrabi, Anton Riabov, Octavian Udrea
Proceedings of the 31st Conference on Artificial Intelligence (AAAI-17), 2017

Scenario Planning for Enterprise Risk Management
Shirin Sohrabi, Anton Riabov, Octavian Udrea
Proceedings of Application Showcase Program at the 27th International Conference on Automated Planning and Scheduling (ICAPS-17), 2017
Won best demo award.

Planning-based Scenario Generation for Enterprise Risk Management
Shirin Sohrabi, Anton Riabov, Octavian Udrea
Proceedings of the Scheduling and Planning Applications woRKshop (SPARK), 2017

Using Lightweight Semantic Models to Assist Risk Management in a Large Enterprise
Shirin Sohrabi, Anton Riabov, Octavian Udrea, Fang Yuan
Proceedings of the 16th International Semantic Web Conference - Industry Track (ISWC-17), 2017


2016

Plan Recognition as Planning Revisited
Shirin Sohrabi, Anton Riabov, Octavian Udrea
Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016

Finding Diverse High-Quality Plans for Hypothesis Generation
Shirin Sohrabi and Anton Riabov and Octavian Udrea and Oktie Hassanzadeh
Proceedings of the Eighth International Workshop on Modeling and Reasoning in Context at ECAI (MRC), 2016