Notes:
The DARPA PAL (Personalized Assistant that Learns) program was a research initiative funded by the Defense Advanced Research Projects Agency (DARPA) that was focused on improving the way that computers support humans through the use of cognitive systems. The program was launched in 2015 and ran until 2019, and was focused on developing new technologies and techniques for creating intelligent, personalized, and adaptive computer systems that can learn from their users and adapt to their needs and preferences.
The DARPA PAL program was based on the idea that current AI and cognitive computing systems are often limited in their ability to adapt to individual users and their specific needs and preferences. The program sought to overcome these limitations by developing new methods for creating personalized and adaptive cognitive systems that can learn from their users and improve their performance over time. This included research on machine learning algorithms, natural language processing, and other AI technologies that can enable computers to learn from their users and adapt to their needs. The goal of the program was to create more effective and user-friendly computer systems that can support human users in a wide range of tasks and environments.
Resources:
See also:
Agent Factory Framework | CALLAS Framework | Dialog System Frameworks | Generic ECA Framework | JADE (Java Agent DEvelopment Framework) | Jadex Framework | JRDF (Java Resource Description Framework) | Olympus/Ravenclaw Dialog Management Framework | Widget Frameworks
[CITATION] DARPA Command Post of the Future Enhanced with the Personalized Assistant that Learns 2008 DemonstrationR Sanders, R Milligan… – 2009 – Technical Report, Battle Command …Cited by 2 – Related articles
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[CITATION] THE IMPACT OF COGNITIVE ASSISTANTS ON SITUATIONAL AWARENESS IN THE BRIGADE COMBAT TEAMCE Fischer, R Aust, EL Meyen, T Russo, SJ Smith…Related articles
SKIPAL, Phase 2K Nitz, M Carlin, B Deans, K Keifer, L Tam, E Lai… – 2009 – stormingmedia.us… Abstract: This report documents Phase 2 of the Personalized Assistant that Learns(PAL)-enabled Strategic Knowledge Integration Web (SKIWeb), or SKIPAL, conductedfrom February 2008 through May of 2009. The PAL Military …Related articles
Boot camp for cognitive systems[PDF] from aaaipress.orgDS Lange – Proceedings of the Twenty-First National Conference …, 1889 – aaai.org… cognitive agent. The program, called Personalized Assistant that Learns (PAL), isexpected to yield new cognitive technology of significant value not only to the military,but also to the business and academic sectors. (Gunning …Cited by 4 – Related articles – All 5 versions
Command World[PDF] from dtic.milL Wong – 2006 – DTIC Document… 2 Overview • Introduction • DARPA Personalized Assistant that Learns (PAL) • Cognitive Assistantthat Learns and Organizes (CALO) … 4 DARPA PAL Program • Personalized Assistant that Learns(PAL) Program – PAL program is designed to explore the possibility of creating …Cited by 6 – Related articles – Library Search – All 3 versions
PAL Boot Camp: Acquiring, Training, and Deploying Systems with Learning Technology[PDF] from dtic.milDS Lange – 2006 – DTIC Document… The program, called Personalized Assistant that Learns (PAL), is expected to yield new cognitivetechnology of significant value to the military. Like any good assistant, PAL must learn by observingits human master and by accepting explicit advice and instruction. …Cited by 3 – Related articles – Library Search – All 3 versions
[PDF] Policy implications of technologies for cognitive enhancement[PDF] from sandia.govD Sarewitz… – 2007 – infoserve.sandia.gov… 4 See Dylan Schmorrow, ed., Foundations of Augmented Cognition (Mahwah, NJ: 2005: LawrenceErlbaum Associates, Inc.) 5 “Cognitive Agent that Learns and Organizes,” SRI Artificial IntelligenceCenter (funded by DARPA Personalized Assistant that Learns program), at http …Cited by 1 – Related articles – View as HTML – All 4 versions
[PDF] 2006 CCRTS[PDF] from dodccrp.orgL Wong, DS Lange, JT Sebastyn, WH Roof… – www.dodccrp.org… Jerome Thomas Sebastyn SPAWAR Naval Reserves Unit 1010 William H. Roof SPAWAR NavalReserves Unit 406 Abstract Command World is an unclassified simulation used to create datafor DARPA’s Personalized Assistant that Learns (PAL) program. …Related articles – View as HTML – All 2 versions
SKIPAL: The Incorporation of Machine Learning Technology into the Strategic Knowledge Integration Web[PDF] from dtic.milDS Lange – 2010 – DTIC Document… 14. ABSTRACT The Personalized Assistant that Learns (PAL) program was a DARPAresearch program with the primary goal of creating an integrated system that canadapt to changes in its environment and the users? goals …Related articles – All 8 versions
Toward establishing trust in adaptive agents[PDF] from 142.103.6.5A Glass, DL McGuinness… – Proceedings of the 13th …, 2008 – dl.acm.org… The DARPA Personalized Assistant that Learns (PAL) program [20] describes such agentsas being able to “reason, learn from experience, be told what to do, explain what they aredoing, reflect on their experience, and respond robustly to surprise.” …Cited by 38 – Related articles – All 18 versions
[PDF] 12th ICCRTS Adapting C2 to the 21 st Century[PDF] from dodccrp.orgV Ivanchenko… – dodccrp.org… machine learning. The program, called Personalized Assistant that Learns (PAL),is expected to yield new cognitive technology of significant value not only to themilitary, but also to business and academic sectors. PAL uses …Related articles – View as HTML – All 2 versions
Evaluation of an integrated multi-task machine learning system with humans in the loop[PDF] from dtic.milA Steinfeld, SR Bennett, K Cunningham… – Proceedings of the …, 2007 – dl.acm.org… I. INTRODUCTION The RADAR (Reflective Agents with Distributed Adaptive Reasoning)project within the DARPA PAL (Personalized Assistant that Learns) program is centeredon research and development towards a personal cognitive assistant. …Cited by 17 – Related articles – Library Search – All 16 versions
[PDF] 2006 CCRTS[PDF] from dodccrp.orgDS Lange – w.dodccrp.org… The program, called Personalized Assistant that Learns (PAL), is expected to yield new cognitivetechnology of significant value to the military. Like any good assistant, PAL must learn by observingits human master and by accepting explicit advice and instruction. …Related articles – View as HTML – All 3 versions
Explaining task processing in cognitive assistants that learn[PDF] from psu.eduDL McGuinness, A Glass, M Wolverton… – Proceedings of the 20th …, 2007 – aaai.org… learned information. Our design and implementation work is in the setting of theDARPA Personalized Assistant that Learns (PAL) program, as part of the CognitiveAssistant that Learns and Organizes (CALO) project. In the …Cited by 13 – Related articles – All 23 versions
The radar test methodology: Evaluating a multi-task machine learning system with humans in the loop[PDF] from dtic.milA Steinfeld – 2006 – DTIC Document… 1 within the DARPA PAL (Personalized Assistant that Learns) program is centered on researchand development towards a personal cognitive assistant. The underlying scientific advanceswithin the project are predominantly within the realm of machine learning (ML). …Cited by 11 – Related articles – All 12 versions
Explaining Question Answering Systems with Contexts[PDF] from unitn.itDL McGuinness – Contexts and Ontologies: Theory, Practice and …, 2005 – aaai.org… that use standard first order logic reasoning systems such as Stanford’s JTP system, used inapplications for example in the KSL Wine Agent Demo [Hsu & McGuinness, 2003] and in DARPAprograms such as the Personalized Assistant that Learns program’s Cognitive Assistant …Cited by 1 – Related articles – All 5 versions
[PDF] Submitted for the Emerging Applications Track[PDF] from dodccrp.orgA Domain – 2006 – www.dodccrp.org… Software Engineering Meets Machine Learning The Defense Advanced Research ProjectsAgency’s (DARPA) Personalized Assistant that Learns (PAL) program is an attempt todevelop a class of cognitive systems that serve as assistants. …Related articles – View as HTML – All 3 versions
Text Classification and Machine Learning Support for Requirements Analysis Using Blogs[PDF] from nps.eduD Lange – … for Requirement Analysis. From Stakeholders’ Needs …, 2008 – Springer… requirement discussions. This paper describes the work in the area being performedunder the Personalized Assistant that Learns (PAL) program sponsored by theDefense Advanced Research Projects Agency. Comparisons …Cited by 2 – Related articles – All 5 versions
Learning by demonstration to support military planning and decision making[PDF] from sri.comT Garvey, M Gervasio, T Lee, K Myers… – Proc. of the 21st …, 2009 – aaai.org… In contrast to much of learning research to date aimed at understanding information spaces, amajor thrust of the DARPA Personalized Assistant that Learns (PAL) program has been to developmethods to enable a machine to learn to assist users by accomplishing tasks on …Cited by 4 – Related articles – All 7 versions
PAL Boot Camp: Preparing Cognitive Assistants for Deployment[PDF] from dtic.milDS Lange – 2007 – DTIC Document… Software Engineering Meets Machine Learning The Defense Advanced Research ProjectsAgency’s (DARPA) Personalized Assistant that Learns (PAL) program is an attempt todevelop a class of cognitive systems that serve as assistants. …Library Search – All 3 versions
[DOC] Why Should You Trust Answers from the Web[DOC] from rpi.eduD McGuinness – Proceedings of the Joint Conference on Information …, 2005 – tw.rpi.edu… The Inference Web-based explanation approach has also been tested in designs forexplaining task-oriented processing such as that done in SRI’s SPARK system that isused in DARPA’s Personalized Assistant that Learns program [15]. …Cited by 2 – Related articles – View as HTML – All 7 versions
miKrow: semantic intra-enterprise micro-knowledge management system[PDF] from isoco.netV Penela, G Álvaro, C Ruiz, C Córdoba… – The Semanic Web: …, 2011 – Springer… CALO3 based on the use of cognitive systems and NEPOMUK4 trying to add the socialand semantic aspects 3 CALO is part of the PAL Program: https://pal.sri.com/ 4NEPOMUK Project: http://nepomuk.semanticdesktop.org/ Page 4. …Related articles – All 3 versions
[PDF] Inferring Users’ Projects from their Workstation[PDF] from cmu.eduTM Mitchell, SH Wang, Y Huang… – 2005 – reports-archive.adm.cs.cmu.edu… act upon 4. CALO INTELLIGENT WORKSTATION ActivityExtractor has beendeveloped as part of the CALO project, one of two projects funded under DARPA’s“Personalized Assistant that Learns” (PAL) program. The goal of …View as HTML – All 3 versions
SKIPAL, Phase 2[PDF] from dtic.milB Deans – 2009 – DTIC Document… As part of Defense Advanced Research Projects Agency’s (DARPA’s) Personalized Assistantthat Learns (PAL) program, SRI International (SRI) led the Cognitive Assistant that Learns andOrganizes (CALO) program to develop learning technologies targeted at the office …Related articles – Library Search
[CITATION] SKIPAL Phase 2[PDF] from psu.eduSSC Pacific… – 2009Related articles – All 4 versions
[PDF] Data Profiling Using Attribute Clustering[PDF] from wvu.eduMH McClure – cerc.wvu.edu… Defense Advanced Research Projects Agency (DARPA). Some of the work camefrom the Personalized Assistant that Learns (PAL) program, a DARPA program thatis currently in military transition. The author thanks her advisor …Related articles – View as HTML
Learning by Demonstration Technology for Military Planning and Decision Making: A Deployment Story[PDF] from sri.comK Myers, J Kolojejchick, C Angiolillo… – Twenty-Third IAAI …, 2011 – aaai.org… This task learning technology originated as a research system within DARPA’s PersonalizedAssistant that Learns (PAL) program, where it was focused on automating tasks within Copyright (c)2011, Association for the Advancement of Artificial Intelligence (www.aaai.org). …Related articles – All 4 versions
Radar: A personal assistant that learns to reduce email overload[PDF] from cmu.eduM Freed, J Carbonell, G Gordon, J Hayes, B Myers… – Proc. AAAI, 2008 – aaai.org… learning model (Kumar et al. 2006). System Evaluation As a 5-year project underDARPA’s Personalized Assistant that Learns (PAL) program, RADAR is evaluatedyearly to measure machine learning research progress with …Cited by 20 – Related articles – All 23 versions
Trends in Human-Computer Interaction to Support Future Intelligence Analysis Capabilities[PDF] from dtic.milD Gouin – 2011 – DTIC Document… at hand. An interesting example of this is the DARPA initiative Personalized Assistantthat Learns (DARPA, 2011b). 14 Advanced HCI Concepts & Techniques 14.1Advanced information visualization / Visual Analytics “Visual …Related articles – All 14 versions
Trust of, in, and among adaptive systemsD Lange – … of Computer Software. Modeling, Development, and …, 2011 – Springer… The program, called Personalized Assistant that Learns (PAL), has yielded new cognitivetechnology of significant value not only to the military, but also to the business and academicsectors [14]. A significant question came up early in the PAL program. …Related articles – All 3 versions
The Impact of Automated Cognitive Assistants on Situational Awareness in the Brigade Combat Team[PDF] from ku.eduCE Fischer – 2010 – kuscholarworks.ku.edu… vi ABSTRACT This research investigated the impact of automated cognitive assistants,specifically, the Personalized Assistant that Learns (PAL), on situational awareness, efficiencyand effectiveness of decision making in the brigade combat team. …Related articles – All 3 versions
[PDF] Probabilistic Inference with PCE1[PDF] from microsoft.comN Shankar, S Owre… – 2011 – research.microsoft.com… PCE is a robust and scalable tool for probabilistic inference We invite you to try it out andgive us feedback PCE is open source, and will be available soon as a component of thePersonal Assistant that Learns (PAL) Framework at http://pal.sri.com …Related articles – View as HTML
[HTML] LuckyBogey’s Blog[HTML] from wordpress.comD Kaufman – luckybogey.wordpress.com… unforeseen events. The Personalized Assistant that Learns (PAL) program has beendeveloping integrated cognitive systems to act as personalized executive-styleassistants to military commanders and decision-makers. PAL …Cached
Task assistant: Personalized task management for military environments[PDF] from unsw.edu.auB Peintner, J Dinger, A Rodriguez… – IAAI-09, 2009 – aaai.org… the same result. Most of our user involvement was in the context of prepar- ing fora large evaluation in December 2008 of technologies within DARPA’s PersonalizedAssistant that Learns (PAL) program. The evaluation compared …Cited by 2 – Related articles – All 8 versions
[BOOK] Memory-based meta-level reasoning for interactive knowledge capture[PDF] from dtic.milJ Kim… – 2005 – aaai.org… for helpful comments. This work is supported by Department of Defense, award numberN66001-03-C-8006 and DARPA’s Personalized Assistant that Learns (PAL), awardnumber NBCHD030010. References Bareiss, R., Porter …Cited by 1 – Related articles – Library Search – All 13 versions
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[BOOK] Boot Camp for Cognitive Systems: A Model for Preparing Systems with Machine Learning for Deployment[PDF] from nps.eduDS Lange… – 2007 – edocs.nps.edu… The model for cognitive systems being used is from the Personalized Assistant that Learns (PAL)program from the Defense Advanced Research Projects Agency (DARPA). … The model for cognitivesystems being used is from the Personalized Assistant that Learns (PAL) …Cited by 4 – Related articles – View as HTML – Library Search – All 2 versions
[PDF] Nature’s Way of Making Audacious Space Projects Viable[PDF] from talknicer.comPT Metzger – Natural Gas, 2011 – talknicer.com… act on data” in the environment where it operates. DARPA’s “Personalized Assistantthat Learns” program is working on the equivalent of Mouse-scale learning, …creatingrobust software assistants that can help users perform …Related articles – View as HTML
AI more than the sum of its parts[PDF] from aaaipress.orgRJ Brachman – AI Magazine, 2006 – aaai.orgPage 1. ¦ Recent thinking has it that AI, 25 years ago a uni- fied field with a shared visionof creating intelli- gent machines, has devolved into a loosely con- nected set of distinctspecialty areas with little communication or mutual interest between them. …Cited by 14 – Related articles – BL Direct – All 7 versions
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Active Conceptual Modeling of Learning Workshop[PDF] from dtic.milLY Wong – 2006 – DTIC DocumentPage 1. TECHNICAL REPORT 1955 March 2007 Active Conceptual Modeling of LearningWorkshop 10-12 May 2006 LY Wong Approved for public release; distribution is unlimited. SSCSan Diego San Diego, CA 92152-5001 Page 2. Report Documentation Page …Related articles – Library Search – All 6 versions
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