No. 13: AAAI-21 Technical Tracks 13
AAAI Technical Track on Multiagent Systems
Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition
PDFCoordination Between Individual Agents in Multi-Agent Reinforcement Learning
PDFEfficient Querying for Cooperative Probabilistic Commitments
PDFMaintenance of Social Commitments in Multiagent Systems
PDFContract-based Inter-user Usage Coordination in Free-floating Car Sharing
PDFValue-Decomposition Multi-Agent Actor-Critics
PDFEvolutionary Game Theory Squared: Evolving Agents in Endogenously Evolving Zero-Sum Games
PDFSynchronous Dynamical Systems on Directed Acyclic Graphs: Complexity and Algorithms
PDFNewton Optimization on Helmholtz Decomposition for Continuous Games
PDFAnytime Heuristic and Monte Carlo Methods for Large-Scale Simultaneous Coalition Structure Generation and Assignment
PDFTime-Independent Planning for Multiple Moving Agents
PDFExpected Value of Communication for Planning in Ad Hoc Teamwork
PDFDec-SGTS: Decentralized Sub-Goal Tree Search for Multi-Agent Coordination
PDFLifelong Multi-Agent Path Finding in Large-Scale Warehouses
PDFExploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory
PDFImproving Continuous-time Conflict Based Search
PDFThe Influence of Memory in Multi-Agent Consensus
PDFLearning to Resolve Conflicts for Multi-Agent Path Finding with Conflict-Based Search
PDFScalable and Safe Multi-Agent Motion Planning with Nonlinear Dynamics and Bounded Disturbances
PDFInference-Based Deterministic Messaging For Multi-Agent Communication
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AAAI Technical Track on Philosophy and Ethics of AI
Decision-Guided Weighted Automata Extraction from Recurrent Neural Networks
PDFFair 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
PDFDifferentially Private Clustering via Maximum Coverage
PDFComprehension and Knowledge
PDFEthical Dilemmas in Strategic Games
PDFInterpreting Deep Neural Networks with Relative Sectional Propagation by Analyzing Comparative Gradients and Hostile Activations
PDFOutlier Impact Characterization for Time Series Data
PDFHow RL Agents Behave When Their Actions Are Modified
PDFOn Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning
PDFOrdered Counterfactual Explanation by Mixed-Integer Linear Optimization
PDFVisualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization
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
PDFExplaining A Black-box By Using A Deep Variational Information Bottleneck Approach
PDFFIMAP: Feature Importance by Minimal Adversarial Perturbation
PDFBayes-TrEx: a Bayesian Sampling Approach to Model Transparency by Example
PDFTripleTree: A Versatile Interpretable Representation of Black Box Agents and their Environments
PDFIs the Most Accurate AI the Best Teammate? Optimizing AI for Teamwork
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AAAI Technical Track on Planning, Routing, and Scheduling
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems
PDFCompetitive Analysis for Two-Level Ski-Rental Problem
PDFAsking the Right Questions: Learning Interpretable Action Models Through Query Answering
PDFDynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search
PDFOn the Optimal Efficiency of A* with Dominance Pruning
PDFFaster Stackelberg Planning via Symbolic Search and Information Sharing
PDFA Complexity-theoretic Analysis of Green Pickup-and-Delivery Problems
PDFOnline Action Recognition
PDFImproved POMDP Tree Search Planning with Prioritized Action Branching
PDFBayesian Optimized Monte Carlo Planning
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
PDFProgression Heuristics for Planning with Probabilistic LTL Constraints
PDFOn-line Learning of Planning Domains from Sensor Data in PAL: Scaling up to Large State Spaces
PDFBranch and Price for Bus Driver Scheduling with Complex Break Constraints
PDFBike-Repositioning Using Volunteers: Crowd Sourcing with Choice Restriction
PDFEndomorphisms of Classical Planning Tasks
PDFLandmark Generation in HTN Planning
PDFEquitable Scheduling on a Single Machine
PDFRevisiting Dominance Pruning in Decoupled Search
PDFConstrained Risk-Averse Markov Decision Processes
PDFComputing Plan-Length Bounds Using Lengths of Longest Paths
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
Bounding Causal Effects on Continuous Outcome
PDFPolynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
PDFLearning the Parameters of Bayesian Networks from Uncertain Data
PDFRobust Contextual Bandits via Bootstrapping
PDFProbabilistic Dependency Graphs
PDFEstimation of Spectral Risk Measures
PDFA New Bounding Scheme for Influence Diagrams
PDFInstrumental Variable-based Identification for Causal Effects using Covariate Information
PDFSubmodel Decomposition Bounds for Influence Diagrams
PDFLearning Continuous High-Dimensional Models using Mutual Information and Copula Bayesian Networks
PDFGroup Fairness by Probabilistic Modeling with Latent Fair Decisions
PDFRelational Boosted Bandits
PDFEstimating Identifiable Causal Effects through Double Machine Learning
PDFA Generative Adversarial Framework for Bounding Confounded Causal Effects
PDFHigh Dimensional Level Set Estimation with Bayesian Neural Network
PDFScalable First-Order Methods for Robust MDPs
PDFUncertainty Quantification in CNN Through the Bootstrap of Convex Neural Networks
PDFBetter Bounds on the Adaptivity Gap of Influence Maximization under Full-adoption Feedback
PDFGO Hessian for Expectation-Based Objectives
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