Paul Soulos
5 papers · 2020–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(17)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Deep Learning
(3)
Core Methods
(3)
Artificial Intelligence
(2)
Natural Language Processing
(2)
Architectures
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Understanding
(2)
Learning Types · Deep Learning
(1)
Optimization & Theory
(1)
Resources & Methods
(1)
Techniques
(1)
Keywords
neural network
(2)
symbolic structure
(2)
compositional generalization
(2)
semantic analysis
(1)
natural language
(1)
recurrent neural network
(1)
tensor product representation
(1)
neuro-symbolic computation
(1)
compositional structure
(1)
abstractive summarization
(1)
syntactic structure
(1)
vector representation
(1)
compositional behavior
(1)
neural model
(1)
semantic content
(1)
symbolic operation
(1)
large language model
(1)
hidden embedding
(1)
compositional task
(1)
role vector
(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
Discovering the Compositional Structure of Vector Representations with Role Learning Networks
EMNLP 2020