Bayesian Inference

Topical Segmentation of Spoken Narratives: A Test Case on Holocaust Survivor Testimonies EMNLP 2022 TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference ACL 2022 Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NeurIPS 2022 Towards Collaborative Neural-Symbolic Graph Semantic Parsing via Uncertainty ACL 2022 Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NeurIPS 2022 Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation NeurIPS 2022 Towards Unified Representations of Knowledge Graph and Expert Rules for Machine Learning and Reasoning AACL 2022 Tracking Functional Changes in Nonstationary Signals with Evolutionary Ensemble Bayesian Model for Robust Neural Decoding NeurIPS 2022 Tractable Uncertainty for Structure Learning ICML 2022 Training Uncertainty-Aware Classifiers with Conformalized Deep Learning NeurIPS 2022 Transformers Can Do Bayesian Inference ICLR 2022 Transmission-Guided Bayesian Generative Model for Smoke Segmentation AAAI 2022 Tree-Values: Selective Inference for Regression Trees JMLR 2022 Truncated proposals for scalable and hassle-free simulation-based inference NeurIPS 2022 Tuning-Free Generalized Hamiltonian Monte Carlo AISTATS 2022 Typological Word Order Correlations with Logistic Brownian Motion NAACL 2022 ULFRI at SemEval-2022 Task 4: Leveraging uncertainty and additional knowledge for patronizing and condescending language detection SemEval 2022 Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Uncertainty Calibration for Deep Audio Classifiers Interspeech 2022 Uncertainty-Driven Dehazing Network AAAI 2022 Uncertainty Estimation via Response Scaling for Pseudo-Mask Noise Mitigation in Weakly-Supervised Semantic Segmentation AAAI 2022 Uncertainty-Guided Probabilistic Transformer for Complex Action Recognition CVPR 2022 Uncertainty Learning Towards Unsupervised Deformable Medical Image Registration WACV 2022 Uncertainty Modeling for Out-of-Distribution Generalization ICLR 2022 Uncertainty Quantification for Bayesian Optimization AISTATS 2022