No. 13: AAAI-21 Technical Tracks 13
AAAI Technical Track on Multiagent Systems
Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory
PDFLifelong Multi-Agent Path Finding in Large-Scale Warehouses
PDFDec-SGTS: Decentralized Sub-Goal Tree Search for Multi-Agent Coordination
PDFExpected Value of Communication for Planning in Ad Hoc Teamwork
PDFTime-Independent Planning for Multiple Moving Agents
PDFResilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition
PDFAnytime Heuristic and Monte Carlo Methods for Large-Scale Simultaneous Coalition Structure Generation and Assignment
PDFNewton Optimization on Helmholtz Decomposition for Continuous Games
PDFSynchronous Dynamical Systems on Directed Acyclic Graphs: Complexity and Algorithms
PDFEvolutionary Game Theory Squared: Evolving Agents in Endogenously Evolving Zero-Sum Games
PDFValue-Decomposition Multi-Agent Actor-Critics
PDFContract-based Inter-user Usage Coordination in Free-floating Car Sharing
PDFMaintenance of Social Commitments in Multiagent Systems
PDFEfficient Querying for Cooperative Probabilistic Commitments
PDFCoordination Between Individual Agents in Multi-Agent Reinforcement Learning
PDFImproving Continuous-time Conflict Based Search
PDFInference-Based Deterministic Messaging For Multi-Agent Communication
PDFScalable and Safe Multi-Agent Motion Planning with Nonlinear Dynamics and Bounded Disturbances
PDFLearning to Resolve Conflicts for Multi-Agent Path Finding with Conflict-Based Search
PDFThe Influence of Memory in Multi-Agent Consensus
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AAAI Technical Track on Philosophy and Ethics of AI
Fair Influence Maximization: a Welfare Optimization Approach
PDFExplaining Convolutional Neural Networks through Attribution-Based Input Sampling and Block-Wise Feature Aggregation
PDFExploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption
PDFEthically Compliant Sequential Decision Making
PDFImproving Robustness to Model Inversion Attacks via Mutual Information Regularization
PDFTightening Robustness Verification of Convolutional Neural Networks with Fine-Grained Linear Approximation
PDFInvertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors
PDFi-Algebra: Towards Interactive Interpretability of Deep Neural Networks
PDFDecision-Guided Weighted Automata Extraction from Recurrent Neural Networks
PDFBeyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise
PDFRobustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels
PDFA Unified Taylor Framework for Revisiting Attribution Methods
PDFVerifiable Machine Ethics in Changing Contexts
PDFEpistemic Logic of Know-Who
PDFAgent Incentives: A Causal Perspective
PDFIndividual Fairness in Kidney Exchange Programs
PDFFair Representations by Compression
PDFAmnesiac Machine Learning
PDFOn the Verification of Neural ODEs with Stochastic Guarantees
PDFPenDer: Incorporating Shape Constraints via Penalized Derivatives
PDFVisualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization
PDFDifferentially Private Clustering via Maximum Coverage
PDFOrdered Counterfactual Explanation by Mixed-Integer Linear Optimization
PDFOn Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning
PDFHow RL Agents Behave When Their Actions Are Modified
PDFOutlier Impact Characterization for Time Series Data
PDFInterpreting Deep Neural Networks with Relative Sectional Propagation by Analyzing Comparative Gradients and Hostile Activations
PDFEthical Dilemmas in Strategic Games
PDFComprehension and Knowledge
PDFExplaining A Black-box By Using A Deep Variational Information Bottleneck Approach
PDFIs the Most Accurate AI the Best Teammate? Optimizing AI for Teamwork
PDFTripleTree: A Versatile Interpretable Representation of Black Box Agents and their Environments
PDFBayes-TrEx: a Bayesian Sampling Approach to Model Transparency by Example
PDFFIMAP: Feature Importance by Minimal Adversarial Perturbation
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AAAI Technical Track on Planning, Routing, and Scheduling
Online Action Recognition
PDFA Complexity-theoretic Analysis of Green Pickup-and-Delivery Problems
PDFFaster Stackelberg Planning via Symbolic Search and Information Sharing
PDFOn the Optimal Efficiency of A* with Dominance Pruning
PDFDynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search
PDFAsking the Right Questions: Learning Interpretable Action Models Through Query Answering
PDFCompetitive Analysis for Two-Level Ski-Rental Problem
PDFMulti-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems
PDFRevisiting Dominance Pruning in Decoupled Search
PDFEquitable Scheduling on a Single Machine
PDFLandmark Generation in HTN Planning
PDFEndomorphisms of Classical Planning Tasks
PDFBike-Repositioning Using Volunteers: Crowd Sourcing with Choice Restriction
PDFBranch and Price for Bus Driver Scheduling with Complex Break Constraints
PDFOn-line Learning of Planning Domains from Sensor Data in PAL: Scaling up to Large State Spaces
PDFProgression Heuristics for Planning with Probabilistic LTL Constraints
PDFBayesian Optimized Monte Carlo Planning
PDFImproved POMDP Tree Search Planning with Prioritized Action Branching
PDFSynthesis of Search Heuristics for Temporal Planning via Reinforcement Learning
PDFRevealing Hidden Preconditions and Effects of Compound HTN Planning Tasks – A Complexity Analysis
PDFFaster and Better Simple Temporal Problems
PDFLatent Independent Excitation for Generalizable Sensor-based Cross-Person Activity Recognition
PDFMinimax Regret Optimisation for Robust Planning in Uncertain Markov Decision Processes
PDFAn LP-Based Approach for Goal Recognition as Planning
PDFSaturated Post-hoc Optimization for Classical Planning
PDFImproved Knowledge Modeling and Its Use for Signaling in Multi-Agent Planning with Partial Observability
PDFPlanning with Learned Object Importance in Large Problem Instances using Graph Neural Networks
PDFSymbolic Search for Oversubscription Planning
PDFComputing Plan-Length Bounds Using Lengths of Longest Paths
PDFConstrained Risk-Averse Markov Decision Processes
PDFContract Scheduling With Predictions
PDFResponsibility Attribution in Parameterized Markovian Models
PDFSymbolic Search for Optimal Total-Order HTN Planning
PDFA Multivariate Complexity Analysis of the Material Consumption Scheduling Problem
PDFGeneral Policies, Representations, and Planning Width
PDFSuccessor Feature Sets: Generalizing Successor Representations Across Policies
PDFGLIB: Efficient Exploration for Relational Model-Based Reinforcement Learning via Goal-Literal Babbling
PDFRobust Finite-State Controllers for Uncertain POMDPs
PDFLearning General Planning Policies from Small Examples Without Supervision
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AAAI Technical Track on Reasoning under Uncertainty
Probabilistic Dependency Graphs
PDFRobust Contextual Bandits via Bootstrapping
PDFLearning the Parameters of Bayesian Networks from Uncertain Data
PDFPolynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
PDFBounding Causal Effects on Continuous Outcome
PDFA New Bounding Scheme for Influence Diagrams
PDFEstimation of Spectral Risk Measures
PDFGroup Fairness by Probabilistic Modeling with Latent Fair Decisions
PDFGO Hessian for Expectation-Based Objectives
PDFBetter Bounds on the Adaptivity Gap of Influence Maximization under Full-adoption Feedback
PDFUncertainty Quantification in CNN Through the Bootstrap of Convex Neural Networks
PDFScalable First-Order Methods for Robust MDPs
PDFHigh Dimensional Level Set Estimation with Bayesian Neural Network
PDFA Generative Adversarial Framework for Bounding Confounded Causal Effects
PDFEstimating Identifiable Causal Effects through Double Machine Learning
PDFRelational Boosted Bandits
PDFInstrumental Variable-based Identification for Causal Effects using Covariate Information
PDFLearning Continuous High-Dimensional Models using Mutual Information and Copula Bayesian Networks
PDFSubmodel Decomposition Bounds for Influence Diagrams
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