UAI 2022 Conference Submissions

Offline Change Detection under Contamination
Sujay Bhatt, Guanhua Fang, Ping Li
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Generalized Bayesian Quadrature with Spectral Kernels
Houston Warren, Rafael Oliveira, Fabio Ramos
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Identifiability of Sparse Causal Effects using Instrumental Variables
Niklas Pfister, Jonas Peters
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
SymNet 2.0: Effectively handling Non-Fluents and Actions in Generalized Neural Policies for RDDL Relational MDPs
Vishal Sharma, Daman Arora, Florian Geißer, Mausam ., Parag Singla
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Contrastive Latent Variable Models for Neural Text Generation
Zhiyang Teng, Chenhua Chen, Yan Zhang, Yue Zhang
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Robust Identifiability in Linear Structural Equation Models of Causal Inference
Karthik Abinav Sankararaman, Anand Louis, Navin Goyal
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Estimating Transfer Entropy under Long Ranged Dependencies
Sahil Garg, Umang Gupta, Yu Chen, Syamantak Datta Gupta, Yeshaya Adler, Anderson Schneider, Yuriy Nevmyvaka
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
AdaCat: Adaptive Categorical Discretization for Autoregressive Models
Qiyang Li, Ajay Jain, Pieter Abbeel
- Published: 20 May 2022, Last Modified: 22 Oct 2023
- UAI 2022 Poster
- Readers: Everyone
Active Approximately Metric-Fair Learning
Yiting Cao, Chao Lan
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning
Divyansh Jhunjhunwala, PRANAY SHARMA, Aushim Nagarkatti, Gauri Joshi
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Linearizing Contextual Bandits with Latent State Dynamics
Elliot Nelson, Debarun Bhattacharjya, Tian Gao, Miao Liu, Djallel Bouneffouf, Pascal Poupart
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
A Mutually Exciting Latent Space Hawkes Process Model for Continuous-time Networks
Zhipeng Huang, Hadeel Soliman, Subhadeep Paul, Kevin S. Xu
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Greedy Modality Selection via Approximate Submodular Maximization
Runxiang Cheng, Gargi Balasubramaniam, Yifei He, Yao-Hung Hubert Tsai, Han Zhao
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Near-Optimal Thompson Sampling-based Algorithms for Differentially Private Stochastic Bandits
Bingshan Hu, Nidhi Hegde
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
If You've Trained One You’ve Trained Them All: Inter-Architecture Similarity Increases With Robustness
Haydn Jones, Jacob M. Springer, Garrett T. Kenyon, Juston Moore
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Oral
- Readers: Everyone
An Explore-then-Commit Algorithm for Submodular Maximization Under Full-bandit Feedback
Guanyu Nie, Mridul Agarwal, Abhishek Kumar Umrawal, Vaneet Aggarwal, Christopher John Quinn
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Offline Policy Optimization with Eligible Actions
Yao Liu, Yannis Flet-Berliac, Emma Brunskill
- Published: 20 May 2022, Last Modified: 22 Oct 2023
- UAI 2022 Poster
- Readers: Everyone
Learning Linear Non-Gaussian Polytree Models
Daniele Tramontano, Anthea Monod, Mathias Drton
- Published: 20 May 2022, Last Modified: 22 Oct 2023
- UAI 2022 Poster
- Readers: Everyone
Data Poisoning Attacks on Off-Policy Policy Evaluation Methods
Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin, Himabindu Lakkaraju
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Oral
- Readers: Everyone
Robust Learning of Tractable Probabilistic Models
Rohith Peddi, Tahrima Rahman, Vibhav Giridhar Gogate
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Addressing Token Uniformity in Transformers via Singular Value Transformation
Hanqi Yan, Lin Gui, Wenjie Li, Yulan He
- Published: 20 May 2022, Last Modified: 22 Oct 2023
- UAI 2022 Poster
- Readers: Everyone
Offline Stochastic Shortest Path: Learning, Evaluation and Towards Optimality
Ming Yin, Wenjing Chen, Mengdi Wang, Yu-Xiang Wang
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Poster
- Readers: Everyone
Neuro-Symbolic Entropy Regularization
Kareem Ahmed, Eric Wang, Kai-Wei Chang, Guy Van den Broeck
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Oral
- Readers: Everyone
Learning Functions on Multiple Sets using Multi-Set Transformers
Kira A. Selby, Ahmad Rashid, Ivan Kobyzev, Mehdi Rezagholizadeh, Pascal Poupart
- Published: 20 May 2022, Last Modified: 22 Oct 2023
- UAI 2022 Poster
- Readers: Everyone
Hitting Times for Continuous-Time Imprecise-Markov Chains
Thomas Krak
- Published: 20 May 2022, Last Modified: 05 May 2023
- UAI 2022 Oral
- Readers: Everyone