UAI 2024 Conference Submissions

Local Discovery by Partitioning: Polynomial-Time Causal Discovery Around Exposure-Outcome Pairs
Jacqueline R. M. A. Maasch, Weishen Pan, Shantanu Gupta, Volodymyr Kuleshov, Kyra Gan, Fei Wang
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
One Shot Inverse Reinforcement Learning for Stochastic Linear Bandits
Etash Kumar Guha, Jim Thannikary James, Krishna Acharya, Vidya Muthukumar, Ashwin Pananjady
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Common Event Tethering to Improve Prediction of Rare Clinical Events
Quinn Lanners, Qin Weng, Marie-Louise Meng, Matthew M. Engelhard
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 spotlight
- Readers: Everyone
Bayesian Active Learning in the Presence of Nuisance Parameters
Sabina J. Sloman, Ayush Bharti, Julien Martinelli, Samuel Kaski
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 oral
- Readers: Everyone
CSS: Contrastive Semantic Similarities for Uncertainty Quantification of LLMs
Shuang Ao, Stefan Rueger, Advaith Siddharthan
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Learning Causal Abstractions of Linear Structural Causal Models
Riccardo Massidda, Sara Magliacane, Davide Bacciu
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Iterated INLA for State and Parameter Estimation in Nonlinear Dynamical Systems
Rafael Anderka, Marc Peter Deisenroth, So Takao
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Towards Representation Learning for Weighting Problems in Design-Based Causal Inference
Oscar Clivio, Avi Feller, Christopher C. Holmes
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Knowledge Intensive Learning of Credal Networks
Saurabh Mathur, Alessandro Antonucci, Sriraam Natarajan
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Gradient descent in matrix factorization: Understanding large initialization
Hengchao Chen, Xin Chen, Mohamad Elmasri, Qiang Sun
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Multi-Relational Structural Entropy
Yuwei Cao, Hao Peng, Angsheng Li, Chenyu You, Zhifeng Hao, Philip S. Yu
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Unsupervised Feature Selection towards Pattern Discrimination Power
Wangduk Seo, Jaesung Lee
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Differentially Private No-regret Exploration in Adversarial Markov Decision Processes
Shaojie Bai, Lanting Zeng, Chengcheng Zhao, Xiaoming Duan, Mohammad Sadegh Talebi, Peng Cheng, Jiming Chen
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
A Graph Theoretic Approach for Preference Learning with Feature Information
Aadirupa Saha, Arun Rajkumar
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 oral
- Readers: Everyone
Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPs
Filippo Valdettaro, Aldo A. Faisal
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Domain Adaptation with Cauchy-Schwarz Divergence
Wenzhe Yin, Shujian Yu, Yicong Lin, Jie Liu, Jan-Jakob Sonke, Stratis Gavves
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Equilibrium Computation in Multidimensional Congestion Games: CSP and Learning Dynamics Approaches
Mohammad T. Irfan, Hau Chan, Jared Soundy
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Sample Average Approximation for Black-Box Variational Inference
Javier Burroni, Justin Domke, Daniel Sheldon
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Causally Abstracted Multi-armed Bandits
Fabio Massimo Zennaro, Nicholas George Bishop, Joel Dyer, Yorgos Felekis, Ani Calinescu, Michael J. Wooldridge, Theodoros Damoulas
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 oral
- Readers: Everyone
Group Fairness in Predict-Then-Optimize Settings for Restless Bandits
Shresth Verma, YUNFAN ZHAO, Sanket Shah, Niclas Boehmer, Aparna Taneja, Milind Tambe
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 oral
- Readers: Everyone
Learning Accurate and Interpretable Decision Trees
Maria Florina Balcan, Dravyansh Sharma
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 oral
- Readers: Everyone
$\chi$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains
Harsh Poonia, Moritz Willig, Zhongjie Yu, Matej Zečević, Kristian Kersting, Devendra Singh Dhami
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Shedding Light on Large Generative Networks: Estimating Epistemic Uncertainty in Diffusion Models
Lucas Berry, Axel Brando, David Meger
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Linearly Constrained Gaussian Processes are SkewGPs: application to Monotonic Preference Learning and Desirability
Alessio Benavoli, Dario Azzimonti
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone
Uncertainty Estimation with Recursive Feature Machines
Daniel Gedon, Amirhesam Abedsoltan, Thomas B. Schön, Mikhail Belkin
- Published: 26 Apr 2024, Last Modified: 15 Jul 2024
- UAI 2024 poster
- Readers: Everyone