Bart Selman
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Dutch-American computer scientist
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Bart Selmancomputer-science Degrees
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#528
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Automated Reasoning
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#8
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#4
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Artificial Intelligence
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#113
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#50
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Computer Science
Bart Selman's Degrees
- Bachelors Computer Science University of Amsterdam
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Why Is Bart Selman Influential?
(Suggest an Edit or Addition)According to Wikipedia, Bart Selman is a Dutch-American professor of computer science at Cornell University. He has previously worked at AT&T Bell Laboratories. He is also co-founder and principal investigator of the Center for Human-Compatible Artificial Intelligence at the University of California, Berkeley, led by Berkeley artificial intelligence expert Stuart J. Russell, and co-chair of the Computing Community Consortium's 20-year roadmap for AI research.
Bart Selman's Published Works
Published Works
- A New Method for Solving Hard Satisfiability Problems (1992) (1490)
- Planning as Satisfiability (1992) (1146)
- Hard and Easy Distributions of SAT Problems (1992) (1126)
- Pushing the Envelope: Planning, Propositional Logic and Stochastic Search (1996) (1071)
- Referral Web: combining social networks and collaborative filtering (1997) (1007)
- Noise Strategies for Improving Local Search (1994) (972)
- Local search strategies for satisfiability testing (1993) (743)
- Determining computational complexity from characteristic ‘phase transitions’ (1999) (728)
- Boosting Combinatorial Search Through Randomization (1998) (708)
- Unstructured human activity detection from RGBD images (2011) (565)
- Unifying SAT-based and Graph-based Planning (1999) (562)
- Critical Behavior in the Satisfiability of Random Boolean Expressions (1994) (555)
- Algorithm portfolios (2001) (496)
- Evidence for Invariants in Local Search (1997) (452)
- Heavy-Tailed Phenomena in Satisfiability and Constraint Satisfaction Problems (2000) (438)
- Domain-Independent Extensions to GSAT: Solving Large Structured Satisfiability Problems (1993) (404)
- Backdoors To Typical Case Complexity (2003) (373)
- Understanding Batch Normalization (2018) (359)
- Encoding Plans in Propositional Logic (1996) (353)
- Human Activity Detection from RGBD Images (2011) (353)
- Knowledge compilation and theory approximation (1996) (349)
- Tracking evolving communities in large linked networks (2004) (332)
- The Hidden Web (1997) (315)
- Generating Hard Satisfiability Problems (1996) (308)
- Satisfiability Solvers (2008) (259)
- BLACKBOX: A New Approach to the Application of Theorem Proving to Problem Solving (1998) (236)
- Abductive and Default Reasoning: A Computational Core (1990) (233)
- Ten Challenges in Propositional Reasoning and Search (1997) (204)
- Heavy-Tailed Distributions in Combinatorial Search (1997) (193)
- Knowledge Compilation using Horn Approximations (1991) (191)
- S. Russell, P. Norvig, Artificial Intelligence: A Modern Approach, Third Edition (2011) (191)
- An Empirical Study of Greedy Local Search for Satisfiability Testing (1993) (191)
- Hard Problems for Simple Default Logics (1989) (189)
- Generating Satisfiable Problem Instances (2000) (188)
- Natural communities in large linked networks (2003) (163)
- Problem Structure in the Presence of Perturbations (1997) (161)
- Towards Efficient Sampling: Exploiting Random Walk Strategies (2004) (155)
- Model Counting: A New Strategy for Obtaining Good Bounds (2006) (151)
- A Bayesian Approach to Tackling Hard Computational Problems (Preliminary Report) (2001) (148)
- Model Counting (2021) (145)
- Dynamic restart policies (2002) (143)
- A general stochastic approach to solving problems with hard and soft constraints (1996) (142)
- The Comparative Linguistics of Knowledge Representation (1995) (134)
- Algorithm Portfolio Design: Theory vs. Practice (1997) (134)
- Agent Amplified Communication (1996) (129)
- Critical Behavior in the Computational Cost of Satisfiability Testing (1996) (120)
- Taming the Curse of Dimensionality: Discrete Integration by Hashing and Optimization (2013) (119)
- A New Approach to Model Counting (2005) (115)
- 2+p-SAT: Relation of typical-case complexity to the nature of the phase transition (1999) (113)
- Noise Strategies for Local Search (1994) (104)
- From Sampling to Model Counting (2007) (101)
- Horn Approximations of Empirical Data (1995) (100)
- The Tractability of Path-Based Inheritance (1989) (99)
- Combining social networks and collaborative ?ltering (1997) (96)
- Near-Uniform Sampling of Combinatorial Spaces Using XOR Constraints (2006) (95)
- Sensor networks and distributed CSP: communication, computation and complexity (2005) (93)
- The Role of Domain-Specific Knowledge in the Planning as Satisfiability Framework (1998) (92)
- The state of SAT (2007) (87)
- Balance and Filtering in Structured Satisfiable Problems (2001) (86)
- The Achilles' Heel of QBF (2005) (85)
- Solving Problems with Hard and Soft Constraints Using a Stochastic Algorithm for MAX-SAT (1995) (84)
- Systematic Versus Stochastic Constraint Satisfaction (1995) (80)
- Hill‐climbing Search (2006) (79)
- Bottom-up design of software agents (1994) (77)
- Forming Concepts for Fast Inference (1992) (74)
- Randomization in Backtrack Search: Exploiting Heavy-Tailed Profiles for Solving Hard Scheduling Problems (1998) (71)
- Statistical Regimes Across Constrainedness Regions (2004) (70)
- Model-Preference Default Theories (1990) (68)
- The AIPS-98 Planning Competition (2000) (66)
- An Experiment in the Design of Software Agents (1994) (65)
- Embed and Project: Discrete Sampling with Universal Hashing (2013) (64)
- Low-density Parity Constraints for Hashing-Based Discrete Integration (2014) (64)
- Reasoning With Characteristic Models (1993) (64)
- Ten Challenges Redux: Recent Progress in Propositional Reasoning and Search (2003) (61)
- Phase transitions in combinatorial problems (2001) (58)
- Learning Declarative Control Rules for Constraint-BAsed Planning (2000) (58)
- On Adversarial Search Spaces and Sampling-Based Planning (2010) (58)
- Formal Models of Heavy-Tailed Behavior in Combinatorial Search (2001) (56)
- On the connections between backdoors, restarts, and heavy-tailedness in combinatorial search (2003) (55)
- Control Knowledge in Planning: Benefits and Tradeoffs (1999) (54)
- A principled study of the design tradeoffs for autonomous trading agents (2003) (53)
- Integrating Systematic and Local Search Paradigms: A New Strategy for MaxSAT (2009) (52)
- Uniform Solution Sampling Using a Constraint Solver As an Oracle (2012) (52)
- Challenge problems for artificial intelligence (1996) (51)
- Letter to the Editor: Research Priorities for Robust and Beneficial Artificial Intelligence: An Open Letter (2015) (49)
- Counting CSP Solutions Using Generalized XOR Constraints (2007) (49)
- Near-Optimal Plans, Tractability, and Reactivity (1994) (47)
- Accelerating Random Walks (2002) (46)
- QBF Modeling: Exploiting Player Symmetry for Simplicity and Efficiency (2006) (45)
- Leveraging Belief Propagation, Backtrack Search, and Statistics for Model Counting (2008) (45)
- SAT Encodings of State-Space Reachability Problems in Numeric Domains (2007) (44)
- Support Set Selection for Abductive and Default Reasoning (1996) (44)
- Blackbox: Unifying sat-based and graph-based planning (1999) (44)
- Artificial intelligence for materials discovery (2019) (44)
- Regular Random k-SAT: Properties of Balanced Formulas (2005) (43)
- Short XORs for Model Counting: From Theory to Practice (2007) (42)
- Incomplete Algorithms (2021) (42)
- On the Erdős Discrepancy Problem (2014) (42)
- A General Framework for Knowledge Compilation (1991) (41)
- Phase transition and search cost in the 2+p-sat problem (1996) (41)
- A 20-Year Community Roadmap for Artificial Intelligence Research in the US (2019) (39)
- Trade-Offs in Sampling-Based Adversarial Planning (2011) (38)
- Tractable default reasoning (1991) (37)
- Survey Propagation Revisited (2007) (36)
- From Spin Glasses to Hard Satisfiable Formulas (2004) (36)
- Stochastic Search and Phase Transitions: AI Meets Physics (1995) (35)
- The Complexity of Model-Preference Default Theories (1988) (34)
- Pattern Decomposition with Complex Combinatorial Constraints: Application to Materials Discovery (2014) (33)
- Optimization With Parity Constraints: From Binary Codes to Discrete Integration (2013) (33)
- An Empirical Study of Optimal Noise and Runtime Distributions in Local Search (2010) (28)
- Message-passing and local heuristics as decimation strategies for satisfiability (2009) (27)
- An Empirical Evaluation of Knowledge Compilation by Theory Approximation (1994) (27)
- Understanding Sampling Style Adversarial Search Methods (2012) (27)
- Generating Hard Satis ability Problems ? (1995) (26)
- Watch-n-Patch: Unsupervised Learning of Actions and Relations (2016) (26)
- Computational science: Can get satisfaction (2005) (23)
- Learning policies for battery usage optimization in electric vehicles (2012) (22)
- SMT-Aided Combinatorial Materials Discovery (2012) (22)
- Double-Wheel Graphs Are Graceful (2013) (22)
- The Role of Domain-speciic Knowledge in the Planning as Satissability Framework (1998) (22)
- The Complexity of Path-Based Defeasible Inheritance (1993) (22)
- On the Behavior of UCT in Synthetic Search Spaces (2011) (21)
- Synthesizing manipulation sequences for under-specified tasks using unrolled Markov Random Fields (2013) (21)
- Automating crystal-structure phase mapping by combining deep learning with constraint reasoning (2021) (20)
- Solving Hard AI Planning Instances Using Curriculum-Driven Deep Reinforcement Learning (2020) (20)
- Structure and Problem Hardness: Goal Asymmetry and DPLL Proofs in SAT-Based Planning (2006) (20)
- Satisfied with Physics (2002) (20)
- The role of domain-specific axioms in the planning as satisfiability framework (1998) (20)
- Rule-Based Processing in a Connectionist System for Natural Language Understanding (1985) (20)
- Probabilistic planning with non-linear utility functions and worst-case guarantees (2012) (18)
- Balance and Filtering in Structured Satisfiable Problems (Preliminary Report) (2001) (18)
- Optimal Multi-Agent Scheduling with Constraint Programming (2007) (18)
- Interim Report from the Panel Chairs: AAAI Presidential Panel on Long-Term AI Futures (2012) (17)
- Crowdsourcing Backdoor Identification for Combinatorial Optimization (2013) (16)
- A computational challenge problem in materials discovery: synthetic problem generator and real-world datasets (2014) (15)
- Neural network-based detection of mechanical, sensor and biological faults in deep-trough hydroponics (2003) (15)
- Domain-independant extensions to GSAT : Solving large structured variables (1993) (15)
- Solving Marginal MAP Problems with NP Oracles and Parity Constraints (2016) (15)
- Watch-Bot: Unsupervised learning for reminding humans of forgotten actions (2015) (15)
- On the fine structure of large search spaces (1999) (14)
- Playing games against nature: optimal policies for renewable resource allocation (2010) (14)
- Risk-Sensitive Policies for Sustainable Renewable Resource Allocation (2011) (14)
- Monte-Carlo Style UCT Search for Boolean Satisfiability (2011) (13)
- Counting Solution Clusters in Graph Coloring Problems Using Belief Propagation (2008) (13)
- Hard problems for simple default theories (1991) (13)
- Computing the Density of States of Boolean Formulas (2010) (12)
- Solutions for Hard and Soft Constraints Using Optimized Probabilistic Satisfiability (2013) (12)
- Walksat in the 2004 SAT Competition (2004) (12)
- Branch and bound algorithm selection by performance prediction (2001) (12)
- A Novel Automated Curriculum Strategy to Solve Hard Sokoban Planning Instances (2021) (11)
- Generating Bayes-Nash Equilibria to Design Autonomous Trading Agents (2007) (11)
- Editorial (1902) (11)
- Learning Sequences of Controllers for Complex Manipulation Tasks (2013) (11)
- ming, Propositional Logic, and Stochastic Search (1996) (11)
- Search strategies for hybrid search spaces (1999) (11)
- Computational science: A hard statistical view (2008) (11)
- Variable Elimination in the Fourier Domain (2015) (10)
- An Empirical Evaluation of Knowledge Compilation (1994) (10)
- On the Erd˝ os Discrepancy Problem* (2014) (10)
- Designing Fast Absorbing Markov Chains (2014) (9)
- From Streamlined Combinatorial Search to Efficient Constructive Procedures (2012) (9)
- Finding Small Unsatisfiable Cores to Prove Unsatisfiability of QBFs (2006) (8)
- Satisfiability testing: recent developments and challenge problems (2000) (8)
- WhiteBear: An Empirical Study of Design Tradeoffs for Autonomous Trading Agents (2002) (8)
- Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI'12) (2012) (7)
- Challenge Problems for Arti cial Intelligence (1996) (7)
- Accelerated Adaptive Markov Chain for Partition Function Computation (2011) (7)
- The AIPS-98 planning competition: competitors' perspectives (2000) (7)
- DPLL: The Core of Modern Satisfiability Solvers (2016) (7)
- Practical Aspects of Algorithm Portfolio Design (1997) (7)
- Density Propagation and Improved Bounds on the Partition Function (2012) (6)
- Relaxed DPLL Search for MaxSAT (2009) (6)
- A Flat Histogram Method for Computing the Density of States of Combinatorial Problems (2011) (6)
- Constraint Programming for Distributed Planning and Scheduling (2006) (6)
- Bayes-Nash equilibria for mth price auctions with multiple closing times (2007) (6)
- Applying UCT to Boolean Satisfiability (2011) (6)
- Hybrid Search Strategies for Heterogeneous Search Spaces (2000) (5)
- Sparse Message Passing Algorithms for Weighted Maximum Satisfiability (2007) (5)
- A Human Computation Framework for Boosting Combinatorial Solvers (2014) (5)
- Computational challenges in artificial intelligence (1996) (5)
- Compute‐intensive methods in artificial intelligence (2000) (5)
- ExOpaque: A Framework to Explain Opaque Machine Learning Models Using Inductive Logic Programming (2007) (5)
- Low-Bandwidth Communication Emerges Naturally in Multi-Agent Learning Systems (2020) (5)
- Combining Social Networks and Collaborative Filtering An interactive system for restructuring, visualizing, and searching social networks on the Web. (1997) (5)
- Challenges in Materials Discovery - Synthetic Generator and Real Datasets (2014) (5)
- Agent Ampliied Communication (1996) (5)
- Connectionist systems for natural language understanding (1989) (4)
- Structure and Problem Hardness: Asymmetry and DPLL Proofs in SAT-Based Planning (2005) (4)
- Haptic perception using optoelectronic robotic flesh for embodied artificially intelligent agents (2022) (4)
- 2.6.3 Designing a Systems Engineering Educational Program Using Academic/Industry Collaboration (2000) (4)
- Colloquium Tracking evolving communities in large linked networks (2004) (4)
- Analysis of Random Noise and Random Walk Algorithms (2000) (4)
- Collaborative multiagent Gaussian inference in a dynamic environment using belief propagation (2010) (3)
- Autonomous trading agent design in the presence of tradeoffs (2005) (3)
- Fairness for Cooperative Multi-Agent Learning with Equivariant Policies (2021) (3)
- XOR-Sampling for Network Design with Correlated Stochastic Events (2017) (3)
- Leveraging belief propagation, backtrack search, and statistics for model counting (2011) (3)
- Domain-Specific Complexity Tradeoffs (1994) (3)
- Computational Challenges in Propositional Reasoning and Search (2007) (3)
- Challenge Problems for Artificial Intelligence (Panel Statements) (1996) (3)
- ts for Fast Inference (1992) (2)
- Tractability through Theory Approximation (1992) (2)
- A message passing approach to multiagent gaussian inference for dynamic processes (2011) (2)
- Algorithmic Adventures at the Interface of Computer Science, Statistical Physics, and Combinatorics (2004) (2)
- Solving Large-Scale Computational Problems Using Insights from Statistical Physics (2012) (2)
- Multi-Agent Curricula and Emergent Implicit Signaling (2021) (2)
- AAAI Presidential Panel on Long-Term AI Futures: Interim Report from the Panel Chairs (2016) (2)
- Asilomar Study on Long-Term AI Features (2016) (2)
- Hidden Community Detection on Two-layer Stochastic Models: a Theoretical Prospective (2020) (2)
- "Intelligent Agents in Distributed Systems" (1995) (2)
- Boosting combination search through randomiza-tion (1998) (2)
- Uncovering Hidden Structure through Parallel Problem Decomposition for the Set Basis Problem (2015) (2)
- Special issue on learning and intelligent optimization (2010) (2)
- Cooperative Multi-Agent Fairness and Equivariant Policies (2021) (1)
- Learning policies for battery usage optimization in electric vehicles (2013) (1)
- HEAVY TAILS, PHASE TRANSITIONS, AND THE NATURE OF CUTOFF (2002) (1)
- Chapter 12 COMMUNICATION AND COMPUTATION IN DISTRIBUTED CSP ALGORITHMS (2003) (1)
- Encoding domain knowledge for propositional planning (2001) (1)
- Uncovering Hidden Structure through Parallel Problem Decomposition (2014) (1)
- Encoding Domain and Control Knowledge for Propositional Planning (2000) (1)
- Integration of Learning and Reasoning Techniques (2007) (1)
- Preface: Volume 9 (2001) (1)
- Structure and PhaseTransition Phenomenain the VTC Problem (2001) (1)
- Performance Analysis of Neighborhood Search Algorithms (2007) (1)
- Materials Discovery : New Opportunities at the Intersection of Constraint Reasoning and Learning ∗ (2012) (1)
- Neural Network Based Fault Detection in Hydroponics (2001) (1)
- Computer science. Satisfied with physics. (2002) (1)
- Modularity and Complexity Profiles in Overconstrained Resource Allocation Problems (2002) (1)
- Sampling Combinatorial Spaces Using Biased Random Walks (2003) (1)
- A methodology and equilibria for design tradeoffs of autonomous trading agents (2004) (1)
- Walksat in the SAT04 Competition (2004) (1)
- Analogical Representations (2007) (1)
- Non-systematic search methods for model finding (1993) (1)
- Grid-based SensorDCSP (2003) (0)
- Why Now is the Time for a Paradigm Shift in Research in Artificial Intelligence (2020) (0)
- Statistical Physics and Computational Complexity (2020) (0)
- A Bayesian Approach to Solving Hard Computational Problems (2016) (0)
- Greedy Local Search (2007) (0)
- 8.2 Denecker's Approach 8 Related Work 8.1 Gelfond and Lifschitz' Original Approach (1997) (0)
- Controlling Computational Cost: Structure, Phase Transition and Randomization (2004) (0)
- Multi-resolution modelling and Pseudo-Boolean encoding of the SNAP scheduling problem (2003) (0)
- Policy-Value Alignment and Robustness in Search-based Multi-Agent Learning (2023) (0)
- Intelligent Agents in Distributed Systems (Panel). (1995) (0)
- Hill-climbing Search Local versus Global Search (0)
- Counting Solution Clusters Using Belief Propagation (2008) (0)
- M ay 2 01 4 On the Erdős Discrepancy Problem * (2014) (0)
- Analysis of Random Noise and Random WalkAlgorithms for Satis ability (2000) (0)
- Structure Amplification on Multi-layer Stochastic Block Models (2021) (0)
- Discussion of " Exploiting Relevance through Model-Based Reasoning " by Roni Khardon and Dan Roth (0)
- Boosting Reasoning Technology Through Randomization, Structure Discovery, and Hybrid Strategies (2003) (0)
- Approximate Inference for Clusters in Solution Spaces (2010) (0)
- Report on NSF Workshop on Symbolic Computation for Constraint Satisfaction November 14 , 2008 (2008) (0)
- Incomplete Algorithms [ draft v 2 ] (0)
- Principled Analysis and Synthesis of Agent Systems Using Tools from Statistical Physics (2003) (0)
- Left Heavy Tails and the Effectiveness of the Policy and Value Networks in DNN-based best-first search for Sokoban Planning (2022) (0)
- Sampling and Soundness: Can We Have Both? (2007) (0)
- Device for automatically limiting recipient of message (1995) (0)
- The Future of AI: Reaping the Benefits While Avoiding Pitfalls (2016) (0)
- Techniques de filtrage de messages (1995) (0)
- Curriculum-Driven Multi-Agent Learning and the Role of Implicit Communication in Teamwork (2021) (0)
- 2 Short-term Research Priorities 2 . 1 Optimizing AI ’ s Economic Impact (0)
- Unsatisfying Walks : Solving False QBFs with Local Search (2006) (0)
- Best Paper (2015) (0)
- Planning CNFs with Small DPLL Proofs (2005) (0)
- Zeitenwende - Turn of Eras (2021) (0)
- Langmuir-Blodgett Films of a Functionalized Molecule with Cross-Sectional Mismatch Between Head and Tail (2004) (0)
- The Natural Communities Algorithm for Tracking the Evolution of Large Networks (2004) (0)
- Bottleneck behavior in CNF formulas (2005) (0)
- Agent realization device (1995) (0)
- Graph Value Iteration (2022) (0)
- Planning as Satis abilityHenry (1992) (0)
- Tepper School of Business 7-2007 Counting CSP Solutions Using Generalized XOR Constraints (2015) (0)
- News filtering techniques (1995) (0)
- irical luatio (1999) (0)
- Discrete Integration by Decoding Binary Codes (2013) (0)
- 1.2 SATISFIABILITY AND HARD-PROBLEM INSTANCES....... iv (2003) (0)
- Combinatorics Seminar on the Number of Edges in Colour-critical Graphs and Hypergraphs'' 4:00 Pm in Skiles 269 (2013) (0)
- 1.2 SATISFIABILITY AND HARD-PROBLEM INSTANCES....... iv (2003) (0)
- nowledge Compilation Horn Approximations (1999) (0)
- A 20-Year Roadmap for AI Research (2020) (0)
- Problem Structure � Backdoor Size � and Search Performance in Unsatis able CNFs A Case Study (2004) (0)
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What Schools Are Affiliated With Bart Selman?
Bart Selman is affiliated with the following schools: