Mengjiao Yang
11 papers · 2020–2022 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (26) π Conference Polyglot Β· Silver π£ Hot Topic Early Bird π Interdisciplinary Bridge Β· Silver π Keyword Champion (2)
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Triple Crown
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Trend Setter
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Prolific Year Β· Productive
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Century Club Β· Bronze
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Keyword Collector
(58)
Top co-authors
Research topics
Machine Learning
(9)
Reinforcement Learning
(8)
Learning Types Β· Machine Learning
(7)
Methods
(7)
Deep Learning
(5)
Core Methods
(5)
Artificial Intelligence
(4)
Core AI
(3)
Learning Types Β· Deep Learning
(3)
Optimization & Theory
(3)
Application Areas
(2)
Architectures
(2)
Models
(2)
Natural Language Processing
(1)
Applications
(1)
Keywords
imitation learning
(3)
offline reinforcement learning
(3)
off-policy evaluation
(3)
state representation
(2)
sample efficiency
(2)
energy-based model
(2)
distribution correction
(2)
policy selection
(2)
offline dataset
(2)
representation learning
(2)
reinforcement learning
(1)
self-attention mechanism
(1)
benchmark suite
(1)
domain adaptation
(1)
contrastive learning
(1)
transformer architecture
(1)
efficient computing
(1)
sequence modeling
(1)
sequential decision making
(1)
point cloud generation
(1)
Papers
Making Linear MDPs Practical via Contrastive Representation Learning
ICML 2022
Marginal Distribution Adaptation for Discrete Sets via Module-Oriented Divergence Minimization
ICML 2022
Offline Policy Selection under Uncertainty
AISTATS 2022
TRAIL: Near-Optimal Imitation Learning with Suboptimal Data
ICLR 2022
Benchmarks for Deep Off-Policy Evaluation
ICLR 2021
Combiner: Full Attention Transformer with Sparse Computation Cost
NeurIPS 2021
Provable Representation Learning for Imitation with Contrastive Fourier Features
NeurIPS 2021
Representation Matters: Offline Pretraining for Sequential Decision Making
ICML 2021
Towards Automatic Evaluation of Dialog Systems: A Model-Free Off-Policy Evaluation Approach
EMNLP 2021
Energy-Based Processes for Exchangeable Data
ICML 2020
Off-Policy Evaluation via the Regularized Lagrangian
NeurIPS 2020