Winnie Xu
9 papers · 2022–2024 · 4 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Conference Polyglot Β· Bronze πΊοΈ Taxonomy Completionist (24) π Triple Crown ποΈ Keyword Collector (50)
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Trend Setter
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Prolific Year Β· Productive
Venues
Top co-authors
Research topics
Machine Learning
(7)
Deep Learning
(6)
Artificial Intelligence
(4)
Architectures
(4)
Application Areas
(3)
Optimization & Theory
(3)
Core AI
(2)
Learning Types
(2)
Models
(2)
Computer Science
(1)
Data Science & Analytics
(1)
Reinforcement Learning
(1)
Applications Β· Computer Science
(1)
Applications Β· Reinforcement Learning
(1)
Bayesian & Probabilistic
(1)
Keywords
data augmentation
(2)
neural network
(2)
model robustness
(2)
offline reinforcement learning
(1)
curriculum learning
(1)
feature space
(1)
variational inference
(1)
generative model
(1)
image compression
(1)
permutation equivariance
(1)
latent state space
(1)
time series generation
(1)
implicit neural representation
(1)
data compression
(1)
stochastic variational inference
(1)
attention mechanism
(1)
domain generalization
(1)
atari game
(1)
implicit regularization
(1)
sample efficiency
(1)
Papers
Model Alignment as Prospect Theoretic Optimization
ICML 2024
NoisyMix: Boosting Model Robustness to Common Corruptions
AISTATS 2024
Deep Latent State Space Models for Time-Series Generation
ICML 2023
Neural Functional Transformers
NeurIPS 2023
Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations
AISTATS 2022
Multi-Game Decision Transformers
NeurIPS 2022
Noisy Feature Mixup
ICLR 2022
Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt
ICML 2022
Self-Similarity Priors: Neural Collages as Differentiable Fractal Representations
NeurIPS 2022