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Chang, Paul Edmund
6 publications
ICLR
2026
Efficient Autoregressive Inference for Transformer Probabilistic Models
Conor Hassan
,
Nasrulloh Ratu Bagus Satrio Loka
,
Cen-You Li
,
Daolang Huang
,
Paul Edmund Chang
,
Yang Yang
,
Francesco Silvestrin
,
Samuel Kaski
,
Luigi Acerbi
ICLR
2026
PriorGuide: Test-Time Prior Adaptation for Simulation-Based Inference
Yang Yang
,
Severi Rissanen
,
Paul Edmund Chang
,
Nasrulloh Ratu Bagus Satrio Loka
,
Daolang Huang
,
Arno Solin
,
Markus Heinonen
,
Luigi Acerbi
AISTATS
2025
Amortized Probabilistic Conditioning for Optimization, Simulation and Inference
Paul Edmund Chang
,
Nasrulloh Ratu Bagus Satrio Loka
,
Daolang Huang
,
Ulpu Remes
,
Samuel Kaski
,
Luigi Acerbi
ICLRW
2025
Inference-Time Prior Adaptation in Simulation-Based Inference via Guided Diffusion Models
Paul Edmund Chang
,
Severi Rissanen
,
Nasrulloh Ratu Bagus Satrio Loka
,
Daolang Huang
,
Luigi Acerbi
ICLR
2024
Function-Space Parameterization of Neural Networks for Sequential Learning
Aidan Scannell
,
Riccardo Mereu
,
Paul Edmund Chang
,
Ella Tamir
,
Joni Pajarinen
,
Arno Solin
ICML
2023
Memory-Based Dual Gaussian Processes for Sequential Learning
Paul Edmund Chang
,
Prakhar Verma
,
S. T. John
,
Arno Solin
,
Mohammad Emtiyaz Khan