Roy Betser
8 papers · 2024–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(20)
⚡
Prolific Year · Productive
Top co-authors
Research topics
Artificial Intelligence
(6)
Core AI
(5)
Deep Learning
(4)
Machine Learning
(4)
Learning Types · Machine Learning
(3)
Bayesian & Probabilistic
(2)
Models
(2)
Computer Vision
(1)
Application Areas
(1)
Architectures
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Optimization & Theory · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Processing
(1)
Keywords
latent space
(2)
image classification
(1)
zero-shot learning
(1)
domain adaptation
(1)
self-supervised learning
(1)
ai-generated content
(1)
neural network optimization
(1)
model interpretability
(1)
pretraining
(1)
probabilistic framework
(1)
parameter clustering
(1)
generative model
(1)
training dynamics
(1)
vision-language model
(1)
linear probing
(1)
temporal coherence
(1)
spatial-temporal modeling
(1)
zero-shot detection
(1)
conditional likelihood
(1)
counterfactual analysis
(1)
Papers
General and Domain-Specific Zero-shot Detection of Generated Images via Conditional Likelihood
WACV 2026
Make it SING: Analyzing Semantic Invariants in Classifiers
CVPR 2026
The Universal Normal Embedding
CVPR 2026
Training-free Detection of Generated Videos via Spatial-Temporal Likelihoods
CVPR 2026
Training-free Detection of Text-to-video Generations via Over-coherence
WACV 2026
CAIR: Counterfactual-based Agent Influence Ranker for Agentic AI Workflows
EMNLP 2025
Whitened CLIP as a Likelihood Surrogate of Images and Captions
ICML 2025
Enhancing Neural Training via a Correlated Dynamics Model
ICLR 2024