Frank Liu
5 papers · 2021–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🗺️
Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Keywords
generative model
(2)
probabilistic modeling
(2)
semi-supervised learning
(1)
binary classification
(1)
variational inference
(1)
density estimation
(1)
self-supervised learning
(1)
neural architecture search
(1)
novelty detection
(1)
mahalanobis distance
(1)
dynamical system
(1)
disentangled representation
(1)
neural ordinary differential equation
(1)
normalizing flow
(1)
out-of-distribution detection
(1)
deep markov model
(1)
differentiable search
(1)
teacher-student model
(1)
architecture optimization
(1)
invertible neural network
(1)
Papers
Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach
AAAI 2024
AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution
AAAI 2023
Gradient-Based Novelty Detection Boosted by Self-Supervised Binary Classification
AAAI 2022
NashAE: Disentangling Representations through Adversarial Covariance Minimization
ECCV 2022
On the Stochastic Stability of Deep Markov Models
NeurIPS 2021