ICLR 2025 Workshop FPI Submissions

Uncertainty Quantification for Prior-Fitted Networks using Martingale Posteriors
Thomas Nagler, David Rügamer
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Provable Maximum Entropy Manifold Exploration via Diffusion Models
Riccardo De Santi, Marin Vlastelica, Ya-Ping Hsieh, Zebang Shen, Niao He, Andreas Krause
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Clifford Group Equivariant Diffusion Models For 3D Molecular Generation
Cong Liu, Sharvaree Vadgama, David Ruhe, Erik J Bekkers, Patrick Forré
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Consistency Training with Physical Constraints
Che-Chia Chang, Chen-Yang Dai, Te-Sheng Lin, Ming-Chih Lai, Chieh-Hsin Lai
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Feynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts
Marta Skreta, Tara Akhound-Sadegh, Viktor Ohanesian, Roberto Bondesan, Alan Aspuru-Guzik, Arnaud Doucet, Rob Brekelmans, Alexander Tong, Kirill Neklyudov
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional
Sanjeev Raja, Martin Sipka, Michael Psenka, Tobias Kreiman, Michal Pavelka, Aditi S. Krishnapriyan
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Debiasing Guidance for Discrete Diffusion with Sequential Monte Carlo
Lee Cheuk Kit, Paul Jeha, Jes Frellsen, Pietro Lio, Michael Samuel Albergo, Francisco Vargas
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Oral
- Readers: Everyone
Why Masking Diffusion Works: Condition on the Jump Schedule for Improved Discrete Diffusion
Alan Nawzad Amin, Nate Gruver, Andrew Gordon Wilson
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
StochSync: Stochastic Diffusion Synchronization for Image Generation in Arbitrary Spaces
Kyeongmin Yeo, Jaihoon Kim, Minhyuk Sung
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Efficient Asynchronize Stochastic Gradient Algorithm with Structured Data
Zhizhou Sha, Zhao Song, Mingquan Ye
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Improving the evaluation of samplers on multi-modal targets
Louis Grenioux, Maxence Noble, Marylou Gabrié
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Approximate Posteriors in Neural Networks: A Sampling Perspective
Julius Kobialka, Emanuel Sommer, Juntae Kwon, Daniel Dold, David Rügamer
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Oral
- Readers: Everyone
SFBD: A Method for Training Diffusion Models with Noisy Data
Haoye Lu, Qifan Wu, Yaoliang Yu
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks
Mario Lino Valencia, Tobias Pfaff, Nils Thuerey
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations
Grigory Bartosh, Dmitry Vetrov, Christian A. Naesseth
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Global-Order GFlowNets
Lluís Pastor-Pérez, Javier Alonso Garcia, Lukas Mauch
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Sampling On Metric Graphs
Rajat Vadiraj Dwaraknath, Lexing Ying
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Path Planning for Masked Diffusion Models with Applications to Biological Sequence Generation
Fred Zhangzhi Peng, Zachary Bezemek, Sawan Patel, Jarrid Rector-Brooks, Sherwood Yao, Alexander Tong, Pranam Chatterjee
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion
Sophia Tang, Yinuo Zhang, Pranam Chatterjee
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Does Unsupervised Domain Adaptation Improve the Robustness of Amortized Bayesian Inference? A Systematic Evaluation
Lasse Elsemüller, Valentin Pratz, Mischa von Krause, Paul-Christian Bürkner, Stefan T. Radev
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Can Transformers Learn Full Bayesian Inference In Context?
Arik Reuter, Tim G. J. Rudner, Vincent Fortuin, David Rügamer
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Flat Posterior For Bayesian Model Averaging
Sungjun Lim, Jeyoon Yeom, Sooyon Kim, Hoyoon Byun, Jinho Kang, Yohan Jung, Jiyoung Jung, Kyungwoo Song
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Scalable Thompson Sampling via Ensemble++
Yingru Li, Jiawei Xu, Baoxiang Wang, Zhi-Quan Luo
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Electrostatics-based particle sampling and approximate inference
Yongchao Huang
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone
Bellman Diffusion: Generative Modeling as Learning a Linear Operator in the Distribution Space
Yangming Li, Chieh-Hsin Lai, Carola-Bibiane Schönlieb, Yuki Mitsufuji, Stefano Ermon
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- FPI-ICLR2025 Poster
- Readers: Everyone