Presentations and Authors


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AI and OR for Social Good

Scalable Approaches to Home Health Care Scheduling Problems with Uncertainty PDF
Cen Chen, Zachary B. Rubinstein, Stephen F. Smith, Hoong Chuin Lau
Small Representations of Big Kidney Exchange Graphs PDF
John P Dickerson, Aleksandr M Kazachkov, Ariel D Procaccia, Tuomas Sandholm
Inter-Club Kidney Exchange PDF
Gabriele Farina, John P. Dickerson, Tuomas Sandholm
Homelessness Service Provision: A Data Science Perspective PDF
Yuan Gao, Sanmay Das, Patrick Fowler
Space-Time Graph Modeling of Ride Requests Based on Real-World Data PDF
Abhinav Jauhri, Brian Foo, Jerome Berclaz, Chih Chi Hu, Radek Grzeszczuk, Vasu Parameswaran, John Paul Shen
The Senior Transportation Problem PDF
Chang Liu, Dionne M. Aleman, Chris Beck
Knowledge-Based Provision of Goods and Services for People with Social Needs: Towards a Virtual Marketplace PDF
Daniela Rosu, Dionne M. Aleman, J. Christopher Beck, Mark Chignell, Mariano Consens, Mark S. Fox, Michael Gruninger, Chang Liu, Yi Ru, Scott Sanner
Detection of Money Laundering Groups: Supervised Learning on Small Networks PDF
David Savage, Qingmai Wang, Xiuzhen Zhang, Pauline Chou, Xinghuo Yu
Households, The Homeless and Slums Towards a Standard for Representing City Shelter Open Data PDF
Yetian Wang, Mark S. Fox
Spatially Constrained Geodesign Optimization (GOP) for Improving Agricultural Watershed Sustainability PDF
Yiqun Xie, KwangSoo Yang, Shashi Shekhar, Brent Dalzell, David Mulla
Preventive Leak Detection for High Pressure Gas Transmission Networks PDF
Rui Zhang, Jefferson Huang, Tarun Kumar

AI, Ethics and Society

A Value Driven Agent: Instantiation of a Case-Supported Principle-Based Behavior Paradigm PDF
Michael Anderson, Susan Leigh Anderson, Vincent Berenz
Value Alignment or Misalignment -- What Will Keep Systems Accountable? PDF
Thomas Arnold, Daniel Kasenberg, Matthias Scheutz
AAAI: An Argument Against Artificial Intelligence PDF
Sander Beckers
Social Attitudes of AI Rebellion: A Framework PDF
Alexandra Coman, Benjamin Johnson, Gordon Briggs, David W. Aha
Moral Decision Making Frameworks for Artificial Intelligence PDF
Vincent Conitzer, Walter Sinnott-Armstrong, Jana Schaich Borg, Yuan Deng, Max Kramer
Why Teaching Ethics to AI Practitioners Is Important PDF
Judy Goldsmith, Emanuelle Burton
The Off-Switch Game PDF
Dylan Hadfield-Menell, Anca Dragan, Pieter Abbeel, Stuart Russell
Modelling Ethical Theories Compactly PDF
Andrea Loreggia, Francesca Rossi, K. Brent Venable
The Formalization of AI Risk Management and Safety Standards PDF
Shabnam Ozlati, Roman Yampolskiy
The Meta-Turing Test PDF
Toby Walsh

AI for Connected and Automated Vehicles

Chance-Constrained Path Planning with Continuous Time Safety Guarantees PDF
Kaito Ariu, Cheng Fang, Marcio Arantes, Claudio Toledo, Brian Williams
Object Contra Context: Dual Local-Global Semantic Segmentation in Aerial Images PDF
Alina Elena Marcu, Marius Leordeanu
Preemptive Detection of Unsafe Motion Liable for Hazard PDF
Masataka Nishi

Artificial Intelligence for Cyber Security

Collective Classification of Social Network Spam PDF
Jonathan Brophy, Daniel Lowd
ATOL: A Framework for Automated Analysis and Categorization of the Darkweb Ecosystem PDF
Shalini Ghosh, Phillip Porras, Vinod Yegneswaran, Ken Nitz, Ariyam Das
Adapting Honeypot Configurations to Detect Evolving Exploits PDF
Marcus Paul Gutierrez, Christopher Kiekintveld
Towards A Multi-Tiered Knowledge-Based System for Autonomous Cloud Security Auditing PDF
Saad Ullah Khan, Simon Parkinson
A Game-Theoretic Approach for Alert Prioritization PDF
Aron Laszka, Yevgeniy Vorobeychik, Daniel Fabbri, Chao Yan, Bradley Malin
Toward Finding Malicious Cyber Discussions in Social Media PDF
Richard P. Lippman, David J. Weller-Fahy, Alyssa C. Mensch, William M. Campbell, Joseph P. Campbell, William W. Streilein, Kevin M. Carter
A Stackelberg Game Model for Botnet Traffic Exfiltration PDF
Thanh Hong Nguyen, Michael P. Wellman, Satinder Singh
Qualitative Reasoning about Cyber Intrusions PDF
Paul Robertson, Robert Laddaga, Robert Goldman, Mark Burstein, Daniel Cerys
Deep Learning for Unsupervised Insider Threat Detection in Structured Cybersecurity Data Streams PDF
Aaron Tuor, Samuel Kaplan, Brian Hutchinson, Nicole Nichols, Sean Robinson

AI for Smart Grids and Buildings

Energy Disaggregation Methods for Commercial Buildings Using Smart Meter and Operational Data PDF
Shubham Bansal, Mischa Schmidt
A Multiagent System Approach to Scheduling Devices in Smart Homes PDF
Ferdinando Fioretto, William Yeoh, Enrico Pontelli
An Empirical Analysis of Constrained Support Vector Quantile Regression for Nonparametric Probabilistic Forecasting of Wind Power PDF
Kostas Hatalis, Shalinee Kishore, Katya Scheinberg, Alberto Lamadrid
Fast Electrical Demand Optimization Under Real-Time Pricing PDF
Shan He, Mark Wallace, Campbell Wilson, Ariel Liebman
Comparison of Clustering Techniques for Residential Energy Behavior Using Smart Meter Data PDF
Ling Jin, Doris Lee, Alex Sim, Sam Borgeson, Kesheng Wu, C. Anna Spurlock, Annika Todd
An Extension of Network Security Games for Large-Scale Infrastructure Protection PDF
Denis Kolev, Christopher Johnson
Data Analytic Policy Design Applied to Energy Conservation in College Dormitories PDF
Lei Zhan, Dah Ming Chiu
Solar Decathlon Competition: Towards a Solar-Powered Smart Home PDF
Amanda Leah Zulas, Kaitlyn I. Franz, Darrin Griechen, Matthew E. Taylor

Computer Poker and Imperfect Information Games

Reduced Space and Faster Convergence in Imperfect-Information Games via Regret-Based Pruning PDF
Noam Brown, Tuomas Sandholm
Safe and Nested Endgame Solving for Imperfect-Information Games PDF
Noam Brown, Tuomas Sandholm
AIVAT: A New Variance Reduction Technique for Agent Evaluation in Imperfect Information Games PDF
Neil Burch, Martin Schmid, Matej Moravcik, Michael Bowling
Towards Solving Imperfect Recall Games PDF
Jiri Cermak, Branislav Bosansky
Combining Incremental Strategy Generation and Branch and Bound Search for Computing Maxmin Strategies in Imperfect Recall Games PDF
Jiri Cermak, Branislav Bosansky, Michal Pechoucek
Learning Human-Understandable Strategies PDF
Sam Ganzfried, Farzana Yusuf
Strategic Information Revelation and Commitment in Security Games PDF
Qingyu Guo, Bo An, Branislav Bosansky, Christopher Kiekintveld
Targeted CFR PDF
Eric Griffin Jackson
Evolving Adaptive Poker Players for Effective Opponent Exploitation PDF
Xun Li, Risto Miikkulainen
Eqilibrium Approximation Quality of Current No-Limit Poker Bots PDF
Viliam Lisy, Michael Bowling
Spoofing the Limit Order Book: An Agent-Based Model PDF
Xintong Wang, Michael Paul Wellman

Crowdsourcing, Deep Learning and Artificial Intelligence Agents

Learning from Graph Neighborhoods Using LSTMs PDF
Rakshit Agrawal, Luca de Alfaro, Vassilis Polychronopoulos
Unsupervised Multi-Manifold Clustering by Learning Deep Representation PDF
Dongdong Chen, Jiancheng Lv, Yi Zhang
Semi-Automated Annotation of Discrete States in Large Video Datasets PDF
Lex Fridman, Bryan Reimer
Real-Time Fashion-Guided Clothing Semantic Parsing: A Lightweight Multi-Scale Inception Neural Network and Benchmark PDF
Yuhang He, Lu Yang, Long Chen
Complementing the Execution of AI Systems with Human Computation PDF
Ece Kamar, Lydia Manikonda
Beyond Mechanical Turk: Using Techniques from Meta Learning to Compare Crowdsourcing Platforms Across Languages PDF
Sarah K. K. Luger
DeepForest: 3D Hand Pose Estimation Using Deep Network and Random Forest Regression PDF
Le Manh Quan, Kim Yong-Guk
Crowdsourcing Multimodal Dialog Interactions: Lessons Learned from the HALEF Case PDF
Vikram Ramanarayanan, David Suendermann-Oeft, Hillary Molloy, Eugene Tsuprun, Patrick Lange, Keelan Evanini
Crowdsourced Continuous Improvement of Medical Speech Recognition PDF
Wael Salloum, Erik Edwards, Shabnam Ghaffarzadegan, David Suendermann-Oeft, Mark Miller
Crowdsourcing the Pronunciation of Out-of-Vocabulary Words PDF
Sajad Shirali-Shahreza, Pieter Luitjens, Natalie Morcos, Wen Xiao, Zhenghong Qian, Gerald Penn
Incorporating Collaborative Ranking Algorithm with Weighted Recursive Autoencoder for Item Recommendation PDF
Hanzhang Song, Yunhui Guo, Congfu Xu
Regularization and Learning an Ensemble of RNNs by Decorrelating Representations PDF
Mohit Yadav, Sakshi Agarwal
Efficient Transfer Learning Schemes for Personalized Language Modeling using Recurrent Neural Network PDF
Seunghyun Yoon, Hyeongu Yun, Yuna Kim, Gyu-tae Park, Kyomin Jung
Deep Style Match for Complementary Recommendation PDF
Kui Zhao, Xia Hu, Jiajun Bu, Can Wang

Distributed Machine Learning

Distributed Weighted Parameter Averaging for SVM Training on Big Data PDF
Ayan Das, Raghuveer Chanda, Smriti Agrawal, Sourangshu Bhattacharya
Data Driven Resource Allocation for Distributed Learning PDF
Travis Dick, Mu Li, Venkata Krishna Pillutla, Colin White, Maria Florina Balcan, Alex Smola
Distributed Hessian-Free Optimization for Deep Neural Network PDF
Xi He, Dheevatssa Mudigere, Mikhail Smelyanskiy, Martin Takac
Distributed Inexact Damped Newton Method: Data Partitioning and Work-Balancing PDF
Chenxin Ma, Martin Takac
Scalable Score Computation for Learning Multinomial Bayesian Networks over Distributed Data PDF
Praveen Rao, Anas Katib, Kobus Barnard, Charles Kamhoua, Kevin Kwiat, Laurent Njilla
Parallel Chromatic MCMC with Spatial Partitioning PDF
Jun Song, David Moore
Scalable Classifiers with ADMM and Transpose Reduction PDF
Gavin Taylor, Zheng Xu, Tom Goldstein
Parallel Higher Order Alternating Least Square for Tensor Recommender System PDF
Romain Warlop, Alessandro Lazaric, Jérémie Mary

Joint Workshop on Health Intelligence

Event-Based Structural Change Detection in Urban-Scale Contact Network PDF
Yuan Bai, Bo Yang, Rosalind Eggo, Zhanwei Du
Clustering-Aided Approach for Predicting Patient Outcomes with Application to Elderly Healthcare in Ireland PDF
Mahmoud Elbattah, Owen Molloy
Examining Patterns of Influenza Vaccination in Social Media PDF
Xiaolei Huang, Michael C. Smith, Michael J. Paul, Dmytro Ryzhkov, Sandra C. Quinn, David A. Broniatowski, Mark Dredze
Toward A Collaborative AI Framework for Assistive Dementia Care PDF
Tze-Yun Leong
Skin Cancer Detection and Tracking Using Data Synthesis and Deep Learning PDF
Yunzhu Li, Andre Esteva, Brett Kuprel, Rob Novoa, Justin Ko, Sebastian Thrun
A Deep Multi-Task Learning Approach to Skin Lesion Classification PDF
Liao Haofu, Jiebo Luo
AFGuide System to Support Personalized Management of Atrial Fibrillation PDF
Martin Michalowski, Wojtek Michalowski, Szymon Wilk, Dympna O'Sullivan, Marc Carrier
"420 Friendly": Revealing Marijuana Use via Craigslist Rental Ads PDF
Anh Nguyen, Long Nguyen, Dong Nguyen, Uyen Le, Tuan Tran
A Portable Upper Extremity Rehabilitation Device PDF
Ifeoma Nwogu, Smriti Jha, Lora Cavuoto, Heamchand Subryan, Jeanne Langan
Multidimensional and Longitudinal Indicators in Population Health PDF
Guido Powell, Yu T Luo, Aman Verma, David A Stephens, David L Buckeridge
Intelligent and Affectively Aligned Evaluation of Online Health Information for Older Adults PDF
Julie M Robillard, Areej Alhothali, Sunjay Varma, Jesse Hoey
Personal Sleep Pattern Visualization via Clustering on Sound Data PDF
Hongle Wu, Takafumi Kato, Tomomi Yamada, Masayuki Numao, Ken-ichi Fukui
Understanding and Predicting Multiple Risky Behaviors from Social Media PDF
Yiheng Zhou, Catherine Glenn, Jiebo Luo

Human-Aware Artificial Intelligence

Learning to Suggest Phrases PDF
Kenneth Charles Arnold, Kai-Wei Chang, Adam T. Kalai
Complete Coverage Planning: Achieving Human Interaction and Maximum Coverage During an Autonomous Robotic Vehicle Navigation of an Unknown Terrain PDF
Balasubramaniyan Chandrasekaran, James M. Conrad
Using Co-Captured Face, Gaze, and Verbal Reactions to Images of Varying Emotional Content for Analysis and Semantic Alignment PDF
Aliya Gangji, Trevor Walden, Preethi Vaidyanathan, Emily Prud'hommeaux, Reynold Bailey, Cecilia O. Alm
"Why Did You Do That?" Explainable Intelligent Robots PDF
Raymond Ka-Man Sheh

Human-Machine Collaborative Learning

Stochastic Search In Changing Situations PDF
Abbas Abdolmaleki, David Simoes, Nuno Lau, Luis Paulo Reis, Bob Price, Gerhard Neumann
Using Options to Accelerate Learning of New Tasks According to Human Preferences PDF
Rodrigo Cesar Bonini, Felipe Leno da Silva, Edison Spina, Anna Helena Reali Costa
Active Preference Elicitation for Planning PDF
Mayukh Das, Md. Rakibul Islam, Janardhan Rao (Jana) Doppa, Dan Roth, Sriraam Natarajan
Adaptive Sample Selection for Hypothesis Falsification PDF
P. Michael Furlong
Learning to Tutor from Expert Demonstrators via Apprenticeship Scheduling PDF
Matthew Craig Gombolay, Reed Jensen, Jessica Stigile, Sung-Hyun Son, Julie Shah
Agent-Based Visualization: A Real-Time Visualization Tool Applied Both to Data and Simulation Outputs PDF
Arnaud Grignard, Alexis Drogoul
Semantic Style Creation PDF
Derrall Heath, Dan Ventura
Collaborative Autonomy through Analogical Comic Graphs PDF
Matthew Evans Klenk, Shiwali Mohan, Johan de Kleer, Daniel G. Bobrow, Tom Hinrichs, Ken Forbus
WikiSeq: Mining Maximally Informative Simple Sequences from Wikipedia PDF
Goutam Nair, Vikram Pudi
Making Robotic Sense of Incomplete Human Instructions in High-Level Programming for Industrial Robotic Assembly PDF
Maj Stenmark, Mathias Haage, Elin Anna Topp, Jacek Malec
Artificial Intelligence and Expertise: The Two Faces of the Same Artificial Performance Coin PDF
Matthieu Vergne

Knowledge-Based Techniques for Problem Solving and Reasoning

Learning Knowledge Representation Across Knowledge Graphs PDF
Pengshan Cai, Wei Li, Yansong Feng, Yuanzhuo Wang, Yantao Jia
What Is Going On: Utility-Based Plan Selection in BDI Agents PDF
Ameneh Deljoo, Tom van Engers, Leon Gommans, Cees de laat
Knowledge-Based Morphological Classification of Galaxies from Vision Features PDF
Devendra Singh Dhami, David Leake, Sriraam Natarajan
Causal Learning versus Reinforcement Learning for Knowledge Learning and Problem Solving PDF
Seng-Beng Ho
On Inductive Learning of Causal Knowledge for Problem Solving PDF
Seng-Beng Ho, Fiona Liausvia
T2KG: An End-to-End System for Creating Knowledge Graph from Unstructured Text PDF
Natthawut Kertkeidkachorn, Ryutaro Ichise
Initial State Prediction in Planning PDF
Senka Krivic, Michael Cashmore, Bram Ridder, Daniele Magazzeni, Sandor Szedmak, Justus Piater
Context Recognition in Multiple Occupants Situations: Detecting the Number of Agents in a Smart Home Environment with Simple Sensors PDF
Jennifer Renoux, Marjan Alirezaie, Lars Karlsson, Uwe Köckemann, Federico Pecora, Amy Loutfi
On Automated Defeasible Reasoning with Controlled Natural Language and Argumentation PDF
Hannes Strass, Adam Wyner
Model Selection with Nonlinear Embedding for Unsupervised Domain Adaptation PDF
Hemanth Venkateswara, Shayok Chakraborty, Troy McDaniel, Sethuraman Panchanathan
Epistemic Specifications and Conformant Planning PDF
Yan Zhang, Yuanlin Zhang

Plan, Activity, and Intent Recognition

A Higher-Order Latent Space Network Model PDF
Nesreen K. Ahmed, Ryan A. Rossi, Theodore L. Willke, Rong Zhou
Toward Combining Domain Theory and Recipes in Plan Recognition PDF
Rogelio Enrique Cardona-Rivera, Robert Michael Young
Goal Recognition with Noisy Observations PDF
Yolanda E-Martin, David E. Smith
Partial Observability in Grammar Based Plan Recognition PDF
Christopher William Geib
Hybrid Activity and Plan Recognition for Video Streams PDF
Roger Leitzke Granada, Ramon Fraga Pereira, Juarez Monteiro, Rodrigo Coelho Barros, Duncan Ruiz, Felipe Meneguzzi
Redesigning Stochastic Environments for Maximized Utility PDF
Sarah Keren, Luis Pineda, Avigdor Gal, Erez Karpas, Shlomo Zilberstein
String Shuffling over a Gap between Parsing and Plan Recognition PDF
John Maraist
Dynamic Goal Recognition Using Windowed Action Sequences PDF
David Menager, Dongkyu Choi, Michael W. Floyd, Christine Task, David W. Aha
Deep LSTM-Based Goal Recognition Models for Open-World Digital Games PDF
Wookhee Min, Bradford Mott, Jonathan Rowe, James Lester
Plan Recognition Design PDF
Reuth Mirsky, Roni Stern, Ya'akov Gal, Meir Kalech
Monitoring Plan Optimality Using Landmarks and Domain-Independent Heuristics PDF
Ramon Fraga Pereira, Nir Oren, Felipe Meneguzzi
Abstracting from Observation-Equivalent Entities in Human Behavior Modeling PDF
Max Schröder, Stefan Lüdtke, Sebastian Bader, Frank Krüger, Thomas Kirste
An AI Planning-Based Approach to the Multi-Agent Plan Recognition Problem (Preliminary Report) PDF
Maayan Shvo, Shirin Sohrabi, Sheila A. McIlraith
TextToHBM: A Generalised Approach to Learning Models of Human Behaviour for Activity Recognition from Textual Instructions PDF
Kristina Y. Yordanova

Symbolic Inference and Optimization

Open-Universe Weighted Model Counting: Extended Abstract PDF
Vaishak Belle
Expressing Probabilistic Graphical Models in RCC PDF
Cristina Cornelio, Vijay Saraswat
Trusted Machine Learning: Model Repair and Data Repair for Probabilistic Models PDF
Shalini Ghosh, Patrick Lincoln, Ashis Tiwari, Xiaojin Zhu
Nonlinear Optimization and Symbolic Dynamic Programming for Parameterized Hybrid Markov Decision Processes PDF
Shamin Kinathil, Harold Soh, Scott Sanner
Conditional Term Equivalent Symmetry Breaking for SAT PDF
Timothy Kopp, Parag Singla, Henry Kautz
PDDL+ Planning with Temporal Pattern Databases PDF
Wiktor Mateusz Piotrowski, Maria Fox, Derek Long, Daniele Magazzeni, Fabio Mercorio
Embedding Tarskian Semantics in Vector Spaces PDF
Taisuke Sato
BDD-Constrained A* Search: A Fast Method for Solving Constrained DAG Shortest-Path Problems PDF
Fumito Takeuchi, Masaaki Nishino, Norihito Yasuda, Takuya Akiba, Shin-ichi Minato, Masaaki Nagata

What's Next for AI in Games?

Multi-Focus Attention Network for Efficient Deep Reinforcement Learning PDF
Jinyoung Choi, Beom-Jin Lee, Byoung-Tak Zhang
AI as Evaluator: Search Driven Playtesting of Modern Board Games PDF
Fernando De Mesentier Silva, Scott Lee, Julian Togelius, Andy Nealen
Depth in Strategic Games PDF
Frank Lantz, Aaron Isaksen, Alexander Jaffe, Andy Nealen, Julian Togelius
Ethical Considerations for Player Modeling PDF
Benedikte Mikkelsen, Christoffer Holmgård, Julian Togelius
Clyde: A Deep Reinforcement Learning DOOM Playing Agent PDF
Dino Stephen Ratcliffe, Sam Devlin, Udo Kruschwitz, Luca Citi
What Does That ?-Block Do? Learning Latent Causal Affordances From Mario Play Traces PDF
Adam Summerville, Morteza Behrooz, Michael Mateas, Arnav Jhala
Exploring Efficient Strategies for Minesweeper PDF
Jinzheng Tu, Tianhong Li, Shiteng Chen, Chong Zu, Zhaoquan Gu
Towards Automatically Extracting Story Graphs from Natural Language Stories PDF
Josep Valls-Vargas, Jichen Zhu, Santiago Ontañón
Rewards Structure in Games: Learning a Compact Representation for Action Space PDF
Margot Lisa-Jing Yann, Yves Lesperance, Aijun An
Formalizing Anthropomorphism Through Games: A Study in Deep Neural Networks PDF
Martin A. Zinkevich, Dale Schuurmans
Back to the Past: Ancient Games as a New AI Frontier PDF
Cameron Browne
Cognitively-Grounded Procedural Content Generation PDF
Rogelio Enrique Cardona-Rivera
Bridging the Gap Between Computational Narrative and Natural Language Processing PDF
Santiago Ontañón, Josep Valls-Vargas, Jichen Zhu
Against Forward Models PDF
Joseph Carter Osborn, Michael Mateas
AI for Game Spectators: Rise of PPG PDF
Ruck Thawonmas, Tomohiro Harada
AI and Multiplayer Games PDF
Alexander Zook