Katherine M. Collins
7 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(24)
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The Questioner
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Renaissance Researcher
(5)
Top co-authors
Research topics
Artificial Intelligence
(6)
Machine Learning
(6)
Core AI
(4)
Learning Types
(3)
Optimization & Theory
(2)
Computer Vision
(1)
Deep Learning
(1)
Interdisciplinary
(1)
Natural Language Processing
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Cognitive Science
(1)
Core Methods
(1)
Keywords
multimodal learning
(2)
representation learning
(1)
gaussian process
(1)
few-shot learning
(1)
approximate inference
(1)
bayesian inference
(1)
scene understanding
(1)
inverse planning
(1)
policy learning
(1)
human-in-the-loop learning
(1)
visual reasoning
(1)
text-to-image generation
(1)
program synthesis
(1)
reinforcement learning from human feedback
(1)
benchmark evaluation
(1)
importance sampling
(1)
stochastic optimization
(1)
human feedback
(1)
contextual bandit
(1)
information theory
(1)
Papers
Can Large Language Models Understand Symbolic Graphics Programs?
ICLR 2025
Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly
EMNLP 2025
Learning Personalized Decision Support Policies
AAAI 2025
Rich Human Feedback for Text-to-Image Generation
CVPR 2024
Human-in-the-Loop Mixup
UAI 2023
On the informativeness of supervision signals
UAI 2023
Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface
ICLR 2022