Publications on Yuxin Guo | PhD Student at Carnegie Mellon Universityhttps://yx-guo.github.io/papers/Recent content in Publications on Yuxin Guo | PhD Student at Carnegie Mellon UniversityHugo -- 0.147.2enSat, 09 May 2026 00:00:00 +0000Separating Intrinsic Ambiguity from Estimation Uncertainty in Deep Generative Models for Linear Inverse Problemshttps://yx-guo.github.io/papers/paper6/Sat, 09 May 2026 00:00:00 +0000https://yx-guo.github.io/papers/paper6/Separating intrinsic ambiguity from estimation uncertainty in deep generative models for linear inverse problems.Interpreting Neural Combinatorial Optimization via Evolving Programmatic Bottleneckshttps://yx-guo.github.io/papers/paper8/Fri, 08 May 2026 00:00:00 +0000https://yx-guo.github.io/papers/paper8/Interpreting neural combinatorial optimization via evolving programmatic bottlenecks.Information-theoretic Error Bounds for Source Localization in Neural Sensinghttps://yx-guo.github.io/papers/paper1/Thu, 01 Jan 2026 00:00:00 +0000https://yx-guo.github.io/papers/paper1/This paper analyzes and quantifies theoretical limits of EEG sensing systems with Fisher information metrics. Accepted at AISTATS, 2026.Identifying Neural Biomarkers of Risk-Taking from Intracranial EEG Recordingshttps://yx-guo.github.io/papers/paper2/Sun, 01 Jun 2025 00:00:00 +0000https://yx-guo.github.io/papers/paper2/This paper presents a machine learning pipeline for identifying neural biomarkers of risk-taking from intracranial EEG. Published at IEEE Conference on Neural Engineering, 2025.DeepFocus: A Transnasal Approach for Optimized Deep Brain Stimulation of Reward Circuit Nodeshttps://yx-guo.github.io/papers/paper3/Sat, 01 Mar 2025 00:00:00 +0000https://yx-guo.github.io/papers/paper3/DeepFocus is an end-to-end simulation and optimization platform integrating physical modeling with ML-driven inverse optimization for deep brain stimulation. Published in Journal of Neural Engineering, 2025.EEG Source Imaging of Infarct Core and Penumbra for Ischemic Stroke Patientshttps://yx-guo.github.io/papers/paper7/Thu, 01 Jun 2023 00:00:00 +0000https://yx-guo.github.io/papers/paper7/EEG source imaging methods for identifying infarct core and penumbra in ischemic stroke patients. Published at IEEE EMBC, 2023.Effects of EEG Electrode Numbers on Deep Learning-Based Source Imaginghttps://yx-guo.github.io/papers/paper4/Sun, 01 Jan 2023 00:00:00 +0000https://yx-guo.github.io/papers/paper4/This paper studies the effects of EEG electrode density on deep learning-based source imaging methods. Published in Brain Informatics, 2023.