Jonathan Brophy
4 papers · 2021–2023 · 4 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (15) π Renaissance Researcher (5) π Interdisciplinary Bridge π Conference Polyglot (4) πΊοΈ Taxonomy Completionist (17)
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Keyword Pioneer
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Trend Setter
Conferences
EMNLP (1)
ICML (1)
JMLR (1)
NIPS (1)
Top co-authors
Keywords
natural language processing
(1)
uncertainty quantification
(1)
sentiment classification
(1)
incremental learning
(1)
machine unlearning
(1)
model interpretability
(1)
nearest neighbor
(1)
probabilistic prediction
(1)
gradient boosting
(1)
adversarial attack
(1)
latent representation
(1)
model update
(1)
random forest
(1)
regression tree
(1)
data deletion
(1)
adversarial text
(1)
influence estimation
(1)
non-parametric method
(1)
gradient boosted decision tree
(1)
perturbation detection
(1)
Papers
Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees
JMLR 2023
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees
NIPS 2022
What Models Know About Their Attackers: Deriving Attacker Information From Latent Representations
EMNLP 2021
Machine Unlearning for Random Forests
ICML 2021