Guoxuan Xia
6 papers · 2023–2025 · 5 conferences · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
π§
Keyword Pioneer
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Conference Polyglot
(5)
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Cross-Pollinator
(13)
πΊοΈ
Taxonomy Completionist
(10)
Conferences
UAI (2)
CVPR (1)
ICCV (1)
ICLR (1)
NIPS (1)
Top co-authors
Keywords
uncertainty estimation
(2)
diffusion model
(2)
knowledge distillation
(1)
early exit
(1)
selective classification
(1)
generative model
(1)
autoregressive model
(1)
out-of-distribution detection
(1)
genomic sequence
(1)
compositional generation
(1)
dna synthesis
(1)
aleatoric uncertainty
(1)
model efficiency
(1)
dna sequence
(1)
deep ensemble
(1)
large vision language model
(1)
text to image generation
(1)
dna sequence generation
(1)
heterogeneous generation
(1)
ensemble distribution distillation
(1)
Papers
Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation
CVPR 2025
Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It
ICLR 2025
Generative Uncertainty in Diffusion Models
UAI 2025
Absorb & Escape: Overcoming Single Model Limitations in Generating Heterogeneous Genomic Sequences
NIPS 2024
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models
ICCV 2023
Logit-based ensemble distribution distillation for robust autoregressive sequence uncertainties
UAI 2023