Robuta

https://openreview.net/forum?id=8JqNv79BR0 Epistemic Uncertainty in Conformal Scores: A Unified Approach | OpenReview Conformal prediction methods create prediction bands with distribution-free guarantees but do not explicitly capture epistemic uncertainty, which can lead to... a unified approach epistemic uncertainty conformal scores openreview https://arxiv.org/html/2401.03350v1 Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks epistemic uncertainty accurate scalable estimation https://www.bgu.ac.il/en/researcher/gideon-dishon/publications/325469710/ Pedagogical and epistemic uncertainty in collaborative teacher learning Pedagogical and epistemic uncertainty in collaborative teacher learning epistemic uncertainty pedagogical collaborative teacher learning https://openreview.net/forum?id=Jep2ykGUdS&referrer=%5Bthe%20profile%20of%20Maksym%20Korablyov%5D(%2Fprofile%3Fid%3D~Maksym_Korablyov1) DEUP: Direct Epistemic Uncertainty Prediction | OpenReview Epistemic uncertainty is the part of out-of-sample prediction error due to the lack of knowledge of the learner. Whereas previous work was focusing on model... epistemic uncertainty direct prediction openreview https://openreview.net/forum?id=yC1qOOzicM Credal Two-Sample Tests of Epistemic Uncertainty | OpenReview We introduce credal two-sample testing, a new hypothesis testing framework for comparing credal sets---convex sets of probability measures where each element... sample tests epistemic uncertainty two openreview https://arxiv.org/abs/2102.08501 [2102.08501] DEUP: Direct Epistemic Uncertainty Prediction Abstract page for arXiv paper 2102.08501: DEUP: Direct Epistemic Uncertainty Prediction epistemic uncertainty 2102 08501 direct prediction https://deepai.org/publication/on-second-order-scoring-rules-for-epistemic-uncertainty-quantification On Second-Order Scoring Rules for Epistemic Uncertainty Quantification | DeepAI Jan 30, 2023 - 01/30/23 - It is well known that accurate probabilistic predictors can be trained through empirical risk minimisation with proper scoring rul... second order scoring rules epistemic uncertainty quantification deepai https://speakerdeck.com/motokimura/sampling-free-epistemic-uncertainty-estimation-using-approximated-variance-propagation-iccv2019-oral Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation (ICCV2019... epistemic uncertainty sampling free estimation using https://easychair.org/cfp/topic?tid=42100813 All CFPs for "epistemic vs. hermeneutic uncertainty" all cfps epistemic vs hermeneutic uncertainty https://drive.google.com/file/d/16yHjTJeyOU-3M5bBDLocDu1NG6l12H7M/view?usp=sharing Environmental_Risk_and_Epistemic_Uncertainty_for_Lunar_Payloads_release_2025-12-27.pdf - Google... https://www.easychair.org/cfp/topic?tid=42100813 All CFPs for "epistemic vs. hermeneutic uncertainty" all cfps epistemic vs hermeneutic uncertainty https://openreview.net/forum?id=CPZaavSwXg Epistemic Uncertainty in State Estimation and Belief Space Planning with Learning-Based Perception... Learning-based models for robot perception are known to suffer from two distinct sources of error: aleatoric and epistemic. Aleatoric uncertainty arises from...