Davis Brown
6 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (4) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (16) π§ Keyword Pioneer π£ Hot Topic Early Bird
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Cross-Pollinator
(15)
Conferences
EMNLP (2)
ICML (2)
AAAI (1)
NIPS (1)
Top co-authors
Keywords
representation learning
(3)
network architecture
(1)
model evaluation
(1)
language model evaluation
(1)
model architecture
(1)
neural network interpretability
(1)
topological data analysis
(1)
model interpretability
(1)
persistent homology
(1)
hidden state
(1)
convolutional neural network
(1)
language model
(1)
activation function
(1)
failure detection
(1)
model benchmarking
(1)
relu network
(1)
generalization property
(1)
internal representation
(1)
representational similarity
(1)
benchmark creation
(1)
Papers
Adaptively profiling models with task elicitation
EMNLP 2025
Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics
ICML 2025
Machines and Mathematical Mutations: Using GNNs to Characterize Quiver Mutation Classes
ICML 2025
Experimental Observations of the Topology of Convolutional Neural Network Activations
AAAI 2023
Understanding the Inner-workings of Language Models Through Representation Dissimilarity
EMNLP 2023
On the Symmetries of Deep Learning Models and their Internal Representations
NIPS 2022