Samuel Deng
6 papers · 2020–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(16)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Machine Learning
(6)
Artificial Intelligence
(4)
Application Areas
(3)
Optimization & Theory
(3)
Core AI
(2)
Core Methods
(2)
Learning Paradigms · Artificial Intelligence
(2)
Learning Types · Machine Learning
(2)
Deep Learning
(1)
Mathematics & Optimization
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Optimization
(1)
Keywords
multi-group learning
(3)
sample complexity
(2)
adversarial learning
(2)
online learning
(1)
transfer learning
(1)
feature selection
(1)
tensor decomposition
(1)
empirical risk minimization
(1)
vc dimension
(1)
distributionally robust optimization
(1)
regret bound
(1)
sublinear regret
(1)
poisoning attack
(1)
oracle-efficient algorithm
(1)
perturbation robustness
(1)
task adaptation
(1)
fairness constraint
(1)
fair classifier
(1)
sub-population fairness
(1)
improper learning
(1)
Papers
Group-realizable multi-group learning by minimizing empirical risk
ALT 2026
Group-wise oracle-efficient algorithms for online multi-group learning
NeurIPS 2024
Multi-group Learning for Hierarchical Groups
ICML 2024
Learning Tensor Representations for Meta-Learning
AISTATS 2022
A Separation Result Between Data-oblivious and Data-aware Poisoning Attacks
NeurIPS 2021
Ensuring Fairness Beyond the Training Data
NeurIPS 2020