ICML 2024 Workshop SPIGM Submissions

Improving GFlowNets for Text-to-Image Diffusion Alignment
Dinghuai Zhang, Yizhe Zhang, Jiatao Gu, Ruixiang ZHANG, Joshua M. Susskind, Navdeep Jaitly, Shuangfei Zhai
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Many-to-many Image Generation with Auto-regressive Diffusion Models
Ying Shen, Yizhe Zhang, Shuangfei Zhai, Lifu Huang, Joshua M. Susskind, Jiatao Gu
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Kaleido Diffusion: Improving Conditional Diffusion Models with Autoregressive Latent Modeling
Jiatao Gu, Ying Shen, Shuangfei Zhai, Yizhe Zhang, Navdeep Jaitly, Joshua M. Susskind
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Incorporating Stability Into Flow Matching
Christopher Iliffe Sprague, Arne Elofsson, Hossein Azizpour
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
scTree: Discovering Cellular Hierarchies in the Presence of Batch Effects in scRNA-seq Data
Moritz Vandenhirtz, Florian Barkmann, Laura Manduchi, Julia E Vogt, Valentina Boeva
- Published: 17 Jun 2024, Last Modified: 09 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Conformalized Credal Set Predictors
Alireza Javanmardi, David Stutz, Eyke Hüllermeier
- Published: 17 Jun 2024, Last Modified: 08 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
CADO: Cost-Aware Diffusion Solvers for Combinatorial Optimization through RL fine-tuning
Deunsol Yoon, Hyungseok Song, Kanghoon Lee, Woohyung Lim
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Structured Generations: Using Hierarchical Clusters to guide Diffusion Models
Jorge da Silva Gonçalves, Laura Manduchi, Moritz Vandenhirtz, Julia E Vogt
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Quantifying Aleatoric and Epistemic Uncertainty: A Credal Approach
Paul Hofman, Yusuf Sale, Eyke Hüllermeier
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Neural Ratio Estimators Meet Distributional Shift and Mode Misspecification: A Cautionary Tale from Strong Gravitational Lensing
Andreas Filipp, Yashar Hezaveh, Laurence Perreault-Levasseur
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Fast yet Safe: Early-Exiting with Risk Control
Metod Jazbec, Alexander Timans, Tin Hadži Veljković, Kaspar Sakmann, Dan Zhang, Christian A. Naesseth, Eric Nalisnick
- Published: 17 Jun 2024, Last Modified: 08 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Policy Gradients for Optimal Parallel Tempering MCMC
Daniel Zhao, Natesh S. Pillai
- Published: 17 Jun 2024, Last Modified: 20 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
EVCL: Elastic Variational Continual Learning with Weight Consolidation
Hunar Batra, Ronald Clark
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Regularized KL-Divergence for Well-Defined Function-Space Variational Inference in Bayesian Neural Networks
Tristan Cinquin, Robert Bamler
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Neurosymbolic Markov Models
Lennert De Smet, Gabriele Venturato, Luc De Raedt, Giuseppe Marra
- Published: 17 Jun 2024, Last Modified: 15 Jul 2024
- 2nd SPIGM @ ICML Oral
- Readers: Everyone
Disentangled Representation Learning through Geometry Preservation with the Gromov-Monge Gap
Théo Uscidda, Luca Eyring, Karsten Roth, Fabian J Theis, Zeynep Akata, marco cuturi
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Exact Soft Analytical Side-Channel Attacks using Tractable Circuits
Thomas Wedenig, Rishub Nagpal, Gaëtan Cassiers, Stefan Mangard, Robert Peharz
- Published: 17 Jun 2024, Last Modified: 08 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Accelerating NCE Convergence with Adaptive Normalizing Constant Computation
Anish Sevekari, Rishal Aggarwal, Maria Chikina, David Koes
- Published: 17 Jun 2024, Last Modified: 20 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Accelerating Best-of-N via Speculative Rejection
Ruiqi Zhang, Momin Haider, Ming Yin, Jiahao Qiu, Mengdi Wang, Peter Bartlett, Andrea Zanette
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Glauber Generative Model: Discrete Diffusion Models via Binary Classification
Harshit Varma, Dheeraj Mysore Nagaraj, Karthikeyan Shanmugam
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
In-Context Learning with Topological Information for LLM-Based Knowledge Graph Completion
Udari Madhushani Sehwag, Kassiani Papasotiriou, Jared Vann, Sumitra Ganesh
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Scaling the Vocabulary of Non-autoregressive Models for Efficient Generative Retrieval
Ravisri Valluri, Akash Kumar Mohankumar, Kushal S. Dave, Amit S, Jian Jiao, Manik Varma, Gaurav Sinha
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
SatDiffMoE: A Mixture of Estimation Method for Satellite Image Super-resolution with Latent Diffusion Models
Bowen Song, Zhaoxu Luo, Liyue Shen
- Published: 17 Jun 2024, Last Modified: 20 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
Transformer Neural Autoregressive Flows
Massimiliano Patacchiola, Aliaksandra Shysheya, Katja Hofmann, Richard E. Turner
- Published: 17 Jun 2024, Last Modified: 15 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone
From Graph Diffusion to Graph Classification
Jia Jun Cheng Xian, Sadegh Mahdavi, Renjie Liao, Oliver Schulte
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- 2nd SPIGM @ ICML Poster
- Readers: Everyone