Robert Bamler
14 papers · 2017–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (10) π£ Hot Topic Early Bird
π
Renaissance Researcher
(5)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(10)
π
Triple Crown
π
Conference Pioneer
π
Century Club
(14)
π
Trend Setter
Conferences
ICML (4)
NIPS (4)
ICLR (3)
UAI (2)
AISTATS (1)
Top co-authors
Keywords
variational inference
(5)
variational autoencoder
(2)
image compression
(2)
word embedding
(2)
latent variable model
(2)
marginal likelihood
(1)
laplace approximation
(1)
importance sampling
(1)
posterior covariance
(1)
hyperparameter tuning
(1)
gaussian process prior
(1)
probabilistic framework
(1)
mixture model
(1)
knowledge graph embedding
(1)
reparameterization gradient
(1)
arithmetic coding
(1)
continuous symmetry
(1)
function space prior
(1)
bayesian deep learning
(1)
alpha divergence
(1)
Papers
Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector
AISTATS 2025
Well-Defined Function-Space Variational Inference in Bayesian Neural Networks via Regularized KL-Divergence
UAI 2025
Predictive, scalable and interpretable knowledge tracing on structured domains
ICLR 2024
FSP-Laplace: Function-Space Priors for the Laplace Approximation in Bayesian Deep Learning
NIPS 2024
Differentiable Annealed Importance Sampling Minimizes The Jensen-Shannon Divergence Between Initial and Target Distribution
ICML 2024
Trading Information between Latents in Hierarchical Variational Autoencoders
ICLR 2023
Extreme Classification via Adversarial Softmax Approximation
ICLR 2020
Variational Bayesian Quantization
ICML 2020
Improving Inference for Neural Image Compression
NIPS 2020
User-Dependent Neural Sequence Models for Continuous-Time Event Data
NIPS 2020
Augmenting and Tuning Knowledge Graph Embeddings
UAI 2019
Improving Optimization for Models With Continuous Symmetry Breaking
ICML 2018
Perturbative Black Box Variational Inference
NIPS 2017
Dynamic Word Embeddings
ICML 2017