Documentation

• TIELT User Guide. The primary reference for day-to-day use of TIELT v0.81 and up. This covers all aspects of the data components used by TIELT; different use cases for varying situations; explanations of which information is required and why; help with debugging TIELT scripts; and more.
• TIELT Tutorial. This tutorial walks a beginning user through creating a full integration between a simulator (Tetris) and an agent. Many first time users have claimed that the tutorial was their most useful resource in getting to know TIELT. The Tetris classes required by the tutorial are available here.

Presentations

• TIELT Project Overview. Class Presentation, Lehigh University, 17 November 2004.
• TIELT For Transfer Learning (TL). Presentation on TIELT and TL, DARPA TL Bidders' Conference, 30 March 2005.
• TIELT: Testbed For Integrating and Evaluating Learning Techniques. Presentation on TIELT, AAAI'05 Intelligent Systems Demonstrations, 12 July 2005.
• Machine Learning in (Gaming) Simulators: A Testbed for Evaluation. Presentation on TIELT, 1st International Conference on Pattern Recognition and Machine Intelligence. AAAI'05 Intelligent Systems Demonstrations, 18 December 2005.

Publications

• Molineaux, M., Aha, D.W., & Ponsen, M. (2005). Defeating novel opponents in a real-time strategy game. In D.W. Aha, H. Muñoz-Avila, & M. van Lent (Eds.) Reasoning Representation, and Learning in Computer Games: Papers from the IJCAI Workshop (Technical Report AIC-05-127). Washington, DC: Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence.
• Ponsen, M.J.V., Lee-Urban, S., Muñoz-Avila, H., Aha, D.W., & Molineaux, M. (2005). Stratagus: An open-source game engine for research in real-time strategy games. In D.W. Aha, H. Muñoz-Avila, & M. van Lent (Eds.) Reasoning Representation, and Learning in Computer Games: Papers from the IJCAI Workshop (Technical Report AIC-05-127). Washington, DC: Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence.
• Aha, D.W., Molineaux, M., and Ponsen, M. (2005). Learning to win: case-based plan selection in a real-time strategy game. To appear in Proceedings of the Sixth International Conference on Case-Based Reasoning (pp. 15-20). Chicago, IL: Springer.
• Needels, K., Molineaux, M., & Aha, D.W. (2005). Evaluating case-based systems in virtual games. In D.W. Aha & D.C. Wilson (Eds.) Computer Gaming and Simulation Environments: Proceedings of the ICCBR'05 Workshop.
• Molineaux, M., & Aha, D.W. (2005). TIELT: A Testbed for Gaming Environments . To appear in Proceedings of the Twentieth National Conference on Artificial Intelligence (Intelligent Systems Demonstrations). Pittsburgh, PA: AAAI Press.
• Aha, D.W., & Molineaux, M. (2004). Integrating learning in interactive gaming simulators. In D. Fu & J. Orkin (Eds.) Challenges of Game AI: Proceedings of the AAAI'04 Workshop (Technical Report WS-04-04). San Jose, CA: AAAI Press.
• Molineaux, M., & Aha, D.W. (2004). Evaluating learning techniques in gaming simulators. Proceedings of the Behavior Representation in Modeling and Simulation Conference (pp. 395-396). Arlington, VA: SISO.