UAI 2025 Conference Submissions

A Parallel Network for LRCT Segmentation and Uncertainty Mitigation with Fuzzy Sets
Shiyi Wang, Yang Nan, Xiaodan Xing, Yingying Fang, SIMON LF WALSH, Guang Yang
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Simulation-based Inference for High-dimensional Data using Surjective Sequential Neural Likelihood Estimation
Simon Dirmeier, Carlo Albert, Fernando Perez-Cruz
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Efficiently Escaping Saddle Points for Policy Optimization
Mohammadsadegh Khorasani, Saber Salehkaleybar, Negar Kiyavash, Niao He, Matthias Grossglauser
- Published: 07 May 2025, Last Modified: 01 Jul 2025
- UAI 2025 Poster
- Readers: Everyone
Are You Doing Better Than Random Guessing? A Call for Using Negative Controls When Evaluating Causal Discovery Algorithms
Anne Helby Petersen
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Oral
- Readers: Everyone
Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation
Runze Zhao, Yue Yu, Adams Yiyue Zhu, Chen Yang, Dongruo Zhou
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression
Hooman Shahrokhi, Devjeet Raj Roy, Yan Yan, Venera Arnaoudova, Jana Doppa
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Adapting Prediction Sets to Distribution Shifts Without Labels
Kevin Kasa, Zhiyu Zhang, Heng Yang, Graham W. Taylor
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Enumerating Optimal Cost-Constrained Adjustment Sets
Batya Kenig
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Oral
- Readers: Everyone
Geodesic Slice Sampler for Multimodal Distributions with Strong Curvature
Bernardo Williams, Hanlin Yu, Hoang Phuc Hau Luu, Georgios Arvanitidis, Arto Klami
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Well-Defined Function-Space Variational Inference in Bayesian Neural Networks via Regularized KL-Divergence
Tristan Cinquin, Robert Bamler
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features
Jialei Song, Xingquan Zuo, Feiyang Wang, Hai Huang, Tianle Zhang
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
The Relativity of Causal Knowledge
Gabriele D'Acunto, Claudio Battiloro
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Sparse Structure Exploration and Re-optimization for Vision Transformer
Sangho An, Jinwoo Kim, Keonho Lee, Jingang Huh, Chanwoong Kwak, Yujin Lee, Moonsub Jin, Jangho Kim
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models
Aishwarya Venkataramanan, Paul Bodesheim, Joachim Denzler
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Metric Learning in an RKHS
Gokcan Tatli, Yi Chen, Blake Mason, Robert D Nowak, Ramya Korlakai Vinayak
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
A Multivariate Unimodality Test Harnessing the Dip Statistic of Mahalanobis Distances Over Random Projections
Prodromos Kolyvakis, Aristidis Likas
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
FALCON: Adaptive Cross-Domain APT Attack Investigation with Federated Causal Learning
Jialu Tang, Yali Gao, Xiaoyong Li, Jiawei Li, Shui Yu, Binxing Fang
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Enhancing Uncertainty Quantification in Large Language Models through Semantic Graph Density
Zhaoye Li, Siyuan Shen, Wenjing Yang, Ruochun Jin, Huan Chen, ligong cao, Jing Ren
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Optimal Transport Alignment of User Preferences from Ratings and Texts
Nhu-Thuat Tran, Hady W. Lauw
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Full Network Capacity Framework for Sample-Efficient Deep Reinforcement Learning
Wentao Yang, Xinyue Liu, Yunlong Gao, Wenxin Liang, Linlin Zong, Guanglu Wang, Xianchao Zhang
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
A Fast Optimization View: Reformulating Single Layer Attention in LLM Based on Tensor and SVM Trick, and Solving It in Matrix Multiplication Time
Yeqi Gao, Zhao Song, Weixin Wang, Junze Yin
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
COS-DPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework
Yinuo Ren, Tesi Xiao, Michael Shavlovsky, Lexing Ying, Holakou Rahmanian
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Learning to Stabilize Unknown LTI Systems on a Single Trajectory under Stochastic Noise
Ziyi Zhang, yorie nakahira, Guannan Qu
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks
Dat Phan Trong, Hung The Tran, Sunil Gupta
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone
Corruption-Robust Variance-aware Algorithms for Generalized Linear Bandits under Heavy-tailed Rewards
Qingyuan Yu, Euijin Baek, Xiang Li, Qiang Sun
- Published: 07 May 2025, Last Modified: 13 Jun 2025
- UAI 2025 Poster
- Readers: Everyone