Roland Fernandez
5 papers · 2020–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(18)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Deep Learning
(3)
Architectures
(3)
Core Methods
(3)
Learning Types
(3)
Artificial Intelligence
(2)
Natural Language Processing
(2)
Core AI
(2)
Understanding
(2)
Reinforcement Learning
(1)
Applications
(1)
Methods
(1)
Optimization & Theory
(1)
Resources & Methods
(1)
Techniques
(1)
Keywords
compositional generalization
(2)
neural network
(2)
reinforcement learning
(1)
sample efficiency
(1)
natural language processing
(1)
sequential decision making
(1)
semantic parsing
(1)
semantic analysis
(1)
working memory
(1)
natural language
(1)
tensor product representation
(1)
neuro-symbolic computation
(1)
multi-head self-attention
(1)
multi-head attention
(1)
abstractive summarization
(1)
syntactic structure
(1)
compositional behavior
(1)
neural model
(1)
semantic content
(1)
symbolic operation
(1)
Papers
Compositional Generalization Across Distributional Shifts with Sparse Tree Operations
NeurIPS 2024
Toward Compositional Behavior in Neural Models: A Survey of Current Views
EMNLP 2024
Differentiable Tree Operations Promote Compositional Generalization
ICML 2023
Enriching Transformers with Structured Tensor-Product Representations for Abstractive Summarization
NAACL 2021
Working Memory Graphs
ICML 2020