ICML 2024 Workshop SPIGM Submissions

DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction
Bowen Song, Jason Hu, Zhaoxu Luo, Jeffrey A Fessler, Liyue Shen
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Fine-Tuning with Uncertainty-Aware Priors Makes Vision and Language Foundation Models More Reliable
Tim G. J. Rudner, Xiang Pan, Yucen Lily Li, Ravid Shwartz-Ziv, Andrew Gordon Wilson
- Published: 17 Jun 2024, Last Modified: 28 Oct 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Inferring Physiological Properties of Motor Neurons using Neural Posterior Estimation
Pranav Mamidanna, Dario Farina
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Generative Classifiers Avoid Shortcut Solutions
Alexander Cong Li, Ananya Kumar, Deepak Pathak
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Oral
- Readers: Everyone
Assessing the Viability of Generative Modeling in Simulated Astronomical Observations
Patrick Janulewicz, Laurence Perreault-Levasseur, Tracy Webb
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
EigenVI: score-based variational inference with orthogonal function expansions
Diana Cai, Chirag Modi, Charles Margossian, Robert M. Gower, David Blei, Lawrence K. Saul
- Published: 17 Jun 2024, Last Modified: 20 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Variational Inference with Censored Gaussian Process Regressors
Andrea Karlova, Rishabh Kabra, Daniel Augusto de Souza, Brooks Paige
- Published: 17 Jun 2024, Last Modified: 20 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Regression-Stratified Sampling for Optimized Algorithm Selection in Time-Constrained Tabular AutoML
Mehdi Bahrami, So Hasegawa, Lei Liu, Wei-Peng Chen
- Published: 17 Jun 2024, Last Modified: 27 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
SOLMformer - Incorporating Sequence and Observation Level Metadata for Categorical Time Series Modeling
Yamini Vibha Ananth, Gregory Benton, Jingxing Fang, Jerry Junyang Cheung, Xu Chu, Cong Yu
- Published: 17 Jun 2024, Last Modified: 16 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
RNA-FrameFlow for de novo 3D RNA Backbone Design
Rishabh Anand, Chaitanya K. Joshi, Alex Morehead, Arian Rokkum Jamasb, Charles Harris, Simon V Mathis, Kieran Didi, Bryan Hooi, Pietro Lio
- Published: 17 Jun 2024, Last Modified: 29 Aug 2024
- 2nd SPIGM @ ICML Oral
- Readers: Everyone
Rule-Enhanced Graph Learning
Ali Khazraee, Abdolreza Mirzaei, Majjid Farhadi, Parmis Nadaff, Kiarash Zahirnia, Mohammad Salameh, Kevin Cannons, Richard Mar, Mingyi Wu, Oliver Schulte
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
All Roads Lead to Rome? Exploring Representational Similarities Between Latent Spaces of Generative Image Models
Charumathi Badrinath, Usha Bhalla, Alex Oesterling, Suraj Srinivas, Himabindu Lakkaraju
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
ProxyTune: Hyperparameter tuning through iteratively refined proxies
Agrin Hilmkil, Wenbo Gong, Nick Pawlowski, Cheng Zhang
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Non-Parameteric Conformal Distributionally Robust Optimization
Yash Patel, Guyang Cao, Ambuj Tewari
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
DiMViS: Diffusion-based Multi-View Synthesis
Giuseppe Di Giacomo, Giulio Franzese, Tania Cerquitelli, Carla Fabiana Chiasserini, Pietro Michiardi
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
Sophie Steger, Christian Knoll, Bernhard Klein, Holger Fröning, Franz Pernkopf
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Towards Dynamic Feature Acquisition on Medical Time Series by Maximizing Conditional Mutual Information
Fedor Sergeev, Paola Malsot, Gunnar Ratsch, Vincent Fortuin
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models
Hamidreza Kamkari, Brendan Leigh Ross, Rasa Hosseinzadeh, Jesse C. Cresswell, Gabriel Loaiza-Ganem
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Oral
- Readers: Everyone
Modelling Latent Dynamical Systems with Recognition-Parametrised Models
Samo Hromadka, Maneesh Sahani
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Conditional Flow Matching for Time Series Modelling
Ella Tamir, Najwa Laabid, Markus Heinonen, Vikas Garg, Arno Solin
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
On Conditional Sampling with Joint Flow Matching
Amy Xiang Wang
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Investigating Generalization Behaviours of Generative Flow Networks
Lazar Atanackovic, Emmanuel Bengio
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Oral
- Readers: Everyone
A Practical Diffusion Path for Sampling
Omar Chehab, Anna Korba
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
E-ProTran: Efficient Probabilistic Transformers for Forecasting
Batuhan Koyuncu, Tim Nico Bauerschmidt, Isabel Valera
- Published: 17 Jun 2024, Last Modified: 16 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone