ICML 2023 Workshop SPIGM Submissions

Diffusion Probabilistic Models for Structured Node Classification
Hyosoon Jang, Seonghyun Park, Sangwoo Mo, Sungsoo Ahn
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Large Dimensional Change Point Detection with FWER Control as Automatic Stopping
Jiacheng Zou, Yang Fan, Markus Pelger
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Score-based Enhanced Sampling for Protein Molecular Dynamics
Jiarui Lu, Bozitao Zhong, Jian Tang
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Geometric Constraints in Probabilistic Manifolds: A Bridge from Molecular Dynamics to Structured Diffusion Processes
Justin Diamond, Markus Alexander Lill
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Reinforcement Learning-Driven Linker Design via Fast Attention-based Point Cloud Alignment
Rebecca Manuela Neeser, Mehmet Akdel, Daniel Kovtun, Luca Naef
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
AbODE: Ab initio antibody design using conjoined ODEs
Yogesh Verma, Markus Heinonen, Vikas Garg
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Inferring Hierarchical Structure in Multi-Room Maze Environments
Daria de Tinguy, Toon Van de Maele, Tim Verbelen, Bart Dhoedt
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Parallel Sampling of Diffusion Models
Andy Shih, Suneel Belkhale, Stefano Ermon, Dorsa Sadigh, Nima Anari
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
PITS: Variational Pitch Inference Without Fundamental Frequency for End-to-End Pitch-Controllable TTS
Junhyeok Lee, Wonbin Jung, Hyunjae Cho, Jaeyeon Kim, Jaehwan Kim
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Regularized Data Programming with Automated Bayesian Prior Selection
Jacqueline R. M. A. Maasch, Hao Zhang, Qian Yang, Fei Wang, Volodymyr Kuleshov
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
On the Identifiability of Markov Switching Models
Carles Balsells-Rodas, Yixin Wang, Yingzhen Li
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Optimizing protein fitness using Gibbs sampling with Graph-based Smoothing
Andrew Kirjner, Jason Yim, Raman Samusevich, Tommi S. Jaakkola, Regina Barzilay, Ila R Fiete
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Robust and Scalable Bayesian Online Changepoint Detection
Matias Altamirano, Francois-Xavier Briol, Jeremias Knoblauch
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
GSURE-Based Diffusion Model Training with Corrupted Data
Bahjat Kawar, Noam Elata, Tomer Michaeli, Michael Elad
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Hierarchical Graph Generation with $K^{2}$-trees
Yunhui Jang, Dongwoo Kim, Sungsoo Ahn
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences
Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Thompson Sampling for Improved Exploration in GFlowNets
Jarrid Rector-Brooks, Kanika Madan, Moksh Jain, Maksym Korablyov, Cheng-Hao Liu, Sarath Chandar, Nikolay Malkin, Yoshua Bengio
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
GFlowNets for Causal Discovery: an Overview
Dragos Cristian Manta, Edward J Hu, Yoshua Bengio
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Concept Algebra for Score-based Conditional Model
Zihao Wang, Lin Gui, Jeffrey Negrea, Victor Veitch
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Diffusion Models with Grouped Latents for Interpretable Latent Space
Sangyun Lee, Gayoung Lee, Hyunsu Kim, Junho Kim, Youngjung Uh
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
Multilevel Control Functional
Kaiyu Li, Zhuo Sun
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone
HINT: Hierarchical Coherent Networks For Constrained Probabilistic Forecasting
Kin G. Olivares, David Luo, Cristian Ignacio Challu, Stefania La Vattiata, Max Mergenthaler Canseco, Artur Dubrawski
- Published: 19 Jun 2023, Last Modified: 28 Jul 2023
- 1st SPIGM @ ICML Poster
- Readers: Everyone