| 1994 | A Comparison of Reinforcement Learning Methods for Automatic Guided Vehicle Scheduling. DoKyeong Ok |
| 1994 | A Constraint-Based Approach to High-School Timetabling Problems: A Case Study. Masazumi Yoshikawa, Kazuya Kaneko, Yuriko Nomura, Masanobu Watanabe |
| 1994 | A Dynamic Organization in Distributed Constraint Satisfaction. Katsutoshi Hirayama, Seiji Yamada, Jun'ichi Toyoda |
| 1994 | A Hybrid Parallel IDA Search. Shubha S. Nerur |
| 1994 | A Knowledge Representation Framework Based on Autoepistemic Logic of Minimal Beliefs. Teodor C. Przymusinski |
| 1994 | A Model for Integrated Qualitative Spatial and Dynamic Reasoning about Physical Systems. Raman Rajagopalan |
| 1994 | A Modular Visual Tracking System. Mike Wessler |
| 1994 | A New Approach to Tracking 3D Objects in 2D Image Sequences Michael Chan, Dimitris N. Metaxas, Sven J. Dickinson |
| 1994 | A Preference-Based Approach to Default Reasoning: Preliminary Report. James P. Delgrande |
| 1994 | A Qualitative Physics Compiler. Adam Farquhar |
| 1994 | A Reading Coach that Listens: (Edited) Video Transcript. Jack Mostow, Alexander G. Hauptmann, Steven F. Roth, Matthew Kane, Adam Swift, Lin Lawrence Chase, Bob Weide |
| 1994 | A Statistical Method for Handling Unknown Words. Alexander Franz |
| 1994 | A Strategic Metagame Player for General Chesslike Games. Barney Pell |
| 1994 | A Theory for Qualitative Spatial Reasoning Based on Order Relations. Ralf Röhrig |
| 1994 | A Theory of Reading. Kenneth Moorman, Ashwin Ram |
| 1994 | ALIVE: Artificial Life Interactive Video Environment. Pattie Maes, Trevor Darrell, Bruce Blumberg, Alex Pentland |
| 1994 | Abstract of the Forest Management Advisory Systems. Yousong Chang, Donald Nute |
| 1994 | Acting Optimally in Partially Observable Stochastic Domains. Anthony R. Cassandra, Leslie Pack Kaelbling, Michael L. Littman |
| 1994 | Activity Analysis: The Qualitative Analysis of Stationary Points for Optimal Reasoning. Brian C. Williams, Jonathan Cagan |
| 1994 | Agent Modeling Methods Using Limited Rationality. José M. Vidal, Edmund H. Durfee |
| 1994 | Agents that Learn to Explain Themselves. W. Lewis Johnson |
| 1994 | An Algorithm for Probabilistic Least-Commitment Planning. Nicholas Kushmerick, Steve Hanks, Daniel S. Weld |
| 1994 | An Analysis of Forward Pruning. Stephen J. J. Smith, Dana S. Nau |
| 1994 | An Operational Semantics for Knowledge Bases. Ronald Fagin, Joseph Y. Halpern, Yoram Moses, Moshe Y. Vardi |
| 1994 | Applying VC-Dimension Analysis To 3D Object Recognition from Perspective Projections. Michael Lindenbaum, Shai Ben-David |
| 1994 | Associative Memory in an Immune-Based System. Claude J. Gibert, Tom Routen |
| 1994 | Automated Model Selection for Simulation. Yumi Iwasaki, Alon Y. Levy |
| 1994 | Automated Modeling for Answering Prediction Questions: Selecting the Time Scale and System Boundary. Jeff Rickel, Bruce W. Porter |
| 1994 | Automatic Depiction of Spatial Descriptions. Patrick Olivier, Toshiyuki Maeda, Jun'ichi Tsujii |
| 1994 | Automatic Symbolic Traffic Scene Analysis Using Belief Networks. Timothy Huang, Daphne Koller, Jitendra Malik, Gary H. Ogasawara, Bobby S. Rao, Stuart Russell, Joseph Weber |
| 1994 | Automatically Tuning Control Systems for Simulated Legged Robots. Robert Ringrose |
| 1994 | Basic Meanings of Spatial Relations: Computation and Evaluation in 3D Space. Klaus-Peter Gapp |
| 1994 | Best-First Minimax Search: Othello Results. Richard E. Korf, David Maxwell Chickering |
| 1994 | Building Emotional Characters for Interactive Drama. W. Scott Reilly |
| 1994 | Building a Parser That can Afford to Interact with Semantics. Kavi Mahesh |
| 1994 | Case-Based Introspection. Michael T. Cox |
| 1994 | Case-Based Reasoning for Weather Prediction. C. Vasudevan |
| 1994 | Causal Pathways of Rational Action. Charles L. Ortiz Jr. |
| 1994 | Classification of Noun Phrases into Concepts or Individuals. Saliha Azzam |
| 1994 | Coalition Formation Methods in Multi-Agent Environments. Onn Shehory |
| 1994 | Comparative Simulation. Michael Neitzke, Bernd Neumann |
| 1994 | Computer Simulation of Statistics and Educational Measurement StatSim: An Intelligent Tutoring System for Statistics. Liu Zhang, Donald Potter |
| 1994 | Conditional Logics of Belief Change. Nir Friedman, Joseph Y. Halpern |
| 1994 | Control Strategies for a Stochastic Planner. Jonathan Tash, Stuart Russell |
| 1994 | Cost-Effective Sensing during Plan Execution. Eric A. Hansen |
| 1994 | DANIEL: Integrating Case-Based and Rule-Based Reasoning in Law. Stefanie Brüninghaus |
| 1994 | Database Learning for Software Agents. Mike Perkowitz, Oren Etzioni |
| 1994 | Decidability of Contextual Reasoning. Vanja Buvac |
| 1994 | Decision-Theoretic Plan Failure Debugging and Repair. Lisa J. Burnell |
| 1994 | Decompositional Modeling through Caricatural Reasoning. Brian C. Williams, Olivier Raiman |
| 1994 | Dempster-Shafer and Bayesian Network for CAD-Based Feature Extraction: A Comparative Investigation and Analysis. Qiang Ji, Michael M. Marefat, Paul J. A. Lever |
| 1994 | Derivation Replay for Partial-Order Planning. Laurie H. Ihrig, Subbarao Kambhampati |
| 1994 | Determination of Machine Condition Using Neural Networks. John MacIntyre, Peter Smith, John Tait |
| 1994 | Development of an Intelligent Forensic System for Hair Analysis and Comparison. C. Medina, L. Pratt, C. Ganesh |
| 1994 | Diagnosing Multiple Interacting Defects with Combination Descriptions. Nancy E. Reed |
| 1994 | Dynamic Generation of Complex Behavior. Randolph M. Jones |
| 1994 | Dynamically Adjusting Categories to Accommodate Changing Contexts. Mark Devaney, Ashwin Ram |
| 1994 | Empirical Knowledge Representation Generation Using N-Gram Clustering. Robin Collier |
| 1994 | Epsilon-Transformation: Exploiting Phase Transitions to Solve Combinatorial Optimization Problems Initial Results. Weixiong Zhang, Joseph C. Pemberton |
| 1994 | Estimating Reaction Plan Size. Marcel Schoppers |
| 1994 | Everyday Reasoning Meets Geometry Theorem-Proving. Thomas F. McDougal |
| 1994 | Evolving Neural Networks to Focus Minimax Search. David E. Moriarty, Risto Miikkulainen |
| 1994 | Experimental Results on the Application of Satisfiability Algorithms to Scheduling Problems. James M. Crawford, Andrew B. Baker |
| 1994 | Experiments Towards Robotic Learning by Imitation. John Demiris |
| 1994 | Exploiting Algebraic Structure in Parallel State Space Search. Jonathan Bright, Simon Kasif, Lewis Stiller |
| 1994 | Exploiting Problem Structure in Genetic Algorithms. Scott H. Clearwater, Tad Hogg |
| 1994 | Exploiting the Environment: Urban Navigation as a Case Study. Nicholas Kushmerick |
| 1994 | Exploiting the Ordering of Observed Problem-Solving Steps for Knowledge Base Refinement: An Apprenticeship Approach. Steven K. Donoho, David C. Wilkins |
| 1994 | Finding Multivariate Splits in Decision Trees Using Function Optimization. George H. John |
| 1994 | Fuzzy Irrigation Decision Support System. Hong Xiang, Brahm P. Verma, Gerrit Hoogenboom |
| 1994 | GKR: A Generic Model of Knowledge Representation. Angélica de Antonio, Jesús Cardeñosa Lera, Loïc Martínez Normand |
| 1994 | Generating Feasible Schedules under Complex Metric Constraints. Cheng-Chung Cheng, Stephen F. Smith |
| 1994 | Generating Rhythms with Genetic Algorithms. Damon Horowitz |
| 1994 | Genetic Programming and AI Planning Systems. Lee Spector |
| 1994 | Goal-Clobbering Avoidance in Non-Linear Planners. Rujith de Silva |
| 1994 | Guardian: A Prototype Intelligent Agent for Intensive-Care Monitoring. Barbara Hayes-Roth, N. Serdar Uckun, Jan Eric Larsson, David M. Gaba, Juliana Barr, Jane Chien |
| 1994 | HIPAIR: Interactive Mechanism Analysis and Design Using Configuration Spaces. Leo Joskowicz, Elisha Sacks |
| 1994 | HIPAIR: Interactive Mechanism Analysis and Design Using Configuration Spaces. Leo Joskowicz, Elisha Sacks |
| 1994 | HTN Planning: Complexity and Expressivity. Kutluhan Erol, James A. Hendler, Dana S. Nau |
| 1994 | Hierarchical Chunking in Classifier Systems. Gerhard Weiß |
| 1994 | High Dimension Action Spaces in Robot Skill Learning. Jeff G. Schneider |
| 1994 | How Things Appear to Work: Predicting Behaviors from Device Diagrams. N. Hari Narayanan, Masaki Suwa, Hiroshi Motoda |
| 1994 | ITS: An Efficient Limited-Memory Heuristic Tree Search Algorithm. Subrata Ghosh, Ambuj Mahanti, Dana S. Nau |
| 1994 | Improving Search through Diversity. Peter Shell, Juan Antonio Hernandez Rubio, Gonzalo Quiroga Barro |
| 1994 | Increasing The Efficiency of Simulated Annealing Search by Learning to Recognize (Un)Promising Runs. Yoichiro Nakakuki, Norman M. Sadeh |
| 1994 | Incremental Recompilation of Knowledge. Goran Gogic, Christos H. Papadimitriou, Martha Sideri |
| 1994 | Integrating Induction & Instruction: Connectionist Advice Taking. David C. Noelle, Garrison W. Cottrell |
| 1994 | Integrating Specialized Procedures in Proof Systems. Vishal Sikka |
| 1994 | Intelligent Automated Grid Generation for Numerical Simulations. Ke-Thia Yao, Andrew Gelsey |
| 1994 | Introspective Reasoning in a Case-Based Planner. Susan Fox, David B. Leake |
| 1994 | Is Intractability of Non-Monotonic Reasoning a Real Drawback? Marco Cadoli, Francesco M. Donini, Marco Schaerf |
| 1994 | Just-In-Case Scheduling. Mark Drummond, John L. Bresina, Keith Swanson |
| 1994 | Knowledge Matrix - An Explanation & Knowledge Refinement Facility for a Rule Induced Neural Network. Daniel S. Yeung, Hank-Shun Fong |
| 1994 | Learning About Software Errors Via Systematic Experimentation. Terrance Goan, Oren Etzioni |
| 1994 | Learning From Ambiguous Examples. Stephen V. Kowalski |
| 1994 | Learning Quality-Enhancing Control Knowledge. M. Alicia Pérez |
| 1994 | Learning Sorting Networks By Grammars. Thomas E. Kammeyer, Richard K. Belew |
| 1994 | Learning by Observation and Practice: A Framework for Automatic Acquisition of Planning Operators. Xuemei Wang |
| 1994 | Learning to Explore and Build Maps. David Pierce, Benjamin Kuipers |
| 1994 | Learning to Learn: Automatic Adaptation of Learning Bias. Steve G. Romaniuk |
| 1994 | Learning to Select Useful Landmarks. Russell Greiner, Ramana Isukapalli |
| 1994 | Least-Cost Flaw Repair: A Plan Refinement Strategy for Partial-Order Planning. David Joslin, Martha E. Pollack |
| 1994 | Local Search in the Coordination of Intelligent Agents. Daniel E. Damouth, Edmund H. Durfee |
| 1994 | Low Computation Vision-Based Navigation for a Martian Rover. Andrew S. Gavin |
| 1994 | Machine Rhythm. David Rosenthal |
| 1994 | Making the Most of What You've Got: Using Models and Data to Improve Learning Rate and Prediction Accuracy. Julio Ortega |
| 1994 | Memory-Bounded Bidirectional Search. Hermann Kaindl, Aliasghar Khorsand |
| 1994 | Merging Path Planners and Controllers through Local Context. Sundar Narasimhan |
| 1994 | Model-Based Sensor Diagnosis: When Monitoring Should Be Monitored. Joël Milgram |
| 1994 | Multi-Agent Learning in Non-Cooperative Domains. Mahendra Sekaran, Sandip Sen |
| 1994 | Multi-Recurrent Networks for Traffic Forecasting. Claudia Ulbricht |
| 1994 | Neural Programming Language. Hava T. Siegelmann |
| 1994 | Omnipotence Without Omniscience: Efficient Sensor Management for Planning. Keith Golden, Oren Etzioni, Daniel S. Weld |
| 1994 | On the Computation of Point of View. Warren Sack |
| 1994 | On the Nature of Modal Truth Criteria in Planning. Subbarao Kambhampati, Dana S. Nau |
| 1994 | On the Relation between the Coherence and Foundations Theories of Belief Revision. Alvaro del Val |
| 1994 | On the Utility of Bottleneck Reasoning for Scheduling. Nicola Muscettola |
| 1994 | Parsing Embedded Clauses with Distributed Neural Networks. Risto Miikkulainen, Dennis Bijwaard |
| 1994 | Planning for Component-Based Configurations. Gail Haddock |
| 1994 | Prediction Sharing Across Time and Contexts. Oskar Dressler, Hartmut Freitag |
| 1994 | Preliminary Studies in Agent Design in Simulated Environments. Scott B. Hunter |
| 1994 | Probabilistic Knowledge of External Events in Planning. Jim Blythe |
| 1994 | Proceedings of the 12th National Conference on Artificial Intelligence, Seattle, WA, USA, July 31 - August 4, 1994, Volume 2. Barbara Hayes-Roth, Richard E. Korf |
| 1994 | Processing Pragmatics for Computer-Assisted Language Instruction. Keiko Horiguchi |
| 1994 | Qualitative Decision Theory. Sek-Wah Tan, Judea Pearl |
| 1994 | Qualitative Reasoning for Automated Exploration for Chaos. Toyoaki Nishida |
| 1994 | Quantitative Evaluation of the Exploration Strategies of a Mobile Robot. David Lee, Michael Recce |
| 1994 | Reactive Deliberation: An Architecture for Real-Time Intelligent Control in Dynamic Environments. Michael K. Sahota |
| 1994 | Reasoning about Priorities in Default Logic. Gerhard Brewka |
| 1994 | Reasoning about What to Plan. Richard Goodwin |
| 1994 | Reasoning with Models. Roni Khardon, Dan Roth |
| 1994 | Reflective Reasoning and Learning. Eleni Stroulia |
| 1994 | Regression Based Causal Induction with Latent Variable Models. Lisa Ballesteros |
| 1994 | Representing Multiple Theories. P. Pandurang Nayak |
| 1994 | Results on Controlling Action with Projective Visualization. Marc Goodman |
| 1994 | Robot Behavior Conflicts: Can Intelligence Be Modularized? Amol Dattatraya Mali, Amitabha Mukerjee |
| 1994 | Sensible Decisions: Toward a Theory of Decision-Theoretic Information Invariants. Keiji Kanazawa |
| 1994 | Simplifying Bayesian Belief Nets while Preserving MPE or MPGE Ordering. YaLing Chang |
| 1994 | Situated Agents Can Have Plans. Mark Fasciano |
| 1994 | SodaBot: A Software Agent Environment and Construction System. Michael H. Coen |
| 1994 | Soundness and Completeness of a Logic Programming Approach to Default Logic. Grigoris Antoniou, Elmar Langetepe |
| 1994 | Spatial Reasoning in Indeterminate Worlds. Janice I. Glasgow |
| 1994 | Spurious Symptom Reduction in Fault Monitoring Using a Neural Network and Knowledge Base Hybrid System. Roger M. Records, Jai J. Choi |
| 1994 | Structured Circuit Semantics for Reactive Plan Execution Systems. Jaeho Lee, Edmund H. Durfee |
| 1994 | Substructure Discovery Using Minimum Description Length Principle and Background Knowledge. Surnjani Djoko |
| 1994 | Synthetic Robot Language Development. Holly A. Yanco |
| 1994 | Task-Decomposition via Plan Parsing. Anthony Barrett, Daniel S. Weld |
| 1994 | Teleassistance: Contextual Guidance for Autonomous Manipulation. Polly K. Pook, Dana H. Ballard |
| 1994 | Temporal Planning with Continuous Change. J. Scott Penberthy, Daniel S. Weld |
| 1994 | Temporal Reasoning with Constraints on Fluents and Events. Eddie Schwalb, Kalev Kask, Rina Dechter |
| 1994 | Testing a KBS Using a Conceptual Model. Corinne Haouche |
| 1994 | The Automated Mapping of Plans for Plan Recognition. Marcus J. Huber, Edmund H. Durfee, Michael P. Wellman |
| 1994 | The Crystallographer's Assistant. Vanathi Gopalakrishnan, Daniel N. Hennessy, Bruce G. Buchanan, Devika Subramanian |
| 1994 | The Epistemology of Physical System Modeling. Kyungsook Han, Andrew Gelsey |
| 1994 | The First Law of Robotics (A Call to Arms). Daniel S. Weld, Oren Etzioni |
| 1994 | The Formation of Coalitions Among Self-Interested Agents. Steven P. Ketchpel |
| 1994 | The KM / KnEd System: An Integrated Approach to Building Large-Scale Multifunctional Knowledge Bases. Erik Eilerts |
| 1994 | The Trailblazer Search: A New Method for Searching and Capturing Moving Targets. Fumihiko Chimura, Mario Tokoro |
| 1994 | The Use of Condition Types to Restrict Search in an AI Planner. Austin Tate, Brian Drabble, Jeff Dalton |
| 1994 | Theoreticai and Experimental Studies of Temporal Constraint Satisfaction Problem. Debasis Mitra |
| 1994 | Time Units and Calendars. Diana Cukierman, James P. Delgrande |
| 1994 | Time-Critical Scheduling in Stochastic Domains. Lloyd G. Greenwald, Thomas Dean |
| 1994 | Time-Situated Reasoning within Tight Deadlines and Realistic Space and Computation Bounds. Madhura Nirkhe |
| 1994 | Topological Mapping for Mobile Robots Using a Combination of Sonar and Vision Sensing. David Kortenkamp, Terry E. Weymouth |
| 1994 | Towards Situated Explanation. Raja Sooriamurthi, David B. Leake |
| 1994 | Tractable Anytime Temporal Constraint Propagation. Louis J. Hoebel |
| 1994 | Tractable Planning with State Variables by Exploiting Structural Restrictions. Peter Jonsson, Christer Bäckström |
| 1994 | Unclear Distinctions Lead to Unnecessary Shortcomings: Examining the Rule versus Fact, Role versus Filler, and Type versus Predicate Distinctions from a Connectionist Representation and Reasoning Perspective. Venkat Ajjanagadde |
| 1994 | Using Abstraction and Nondeterminism to Plan Reaction Loops. David J. Musliner |
| 1994 | Using Abstractions for Decision-Theoretic Planning with Time Constraints. Craig Boutilier, Richard Dearden |
| 1994 | Using Errors to Create Piecewise Learnable Partitions. Oded Maron |
| 1994 | Using Qualitative Physics to Build Articulate Software for Thermodynamics Education. Kenneth D. Forbus, Peter B. Whalley |
| 1994 | Utility-Directed Planning. Mike Williamson, Steve Hanks |
| 1994 | When the Best Move Isn't Optimal: Q-learning with Exploration. George H. John |