Aligning Probabilistic Beliefs under Informative Missingness: LLM Steerability in Clinical Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Kobayashi, Yuta, Jeanselme, Vincent, Joshi, Shalmali |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records
by: Pang, Chao, et al.
Published: (2025)
by: Pang, Chao, et al.
Published: (2025)
ICYM2I: The illusion of multimodal informativeness under missingness
by: Choi, Young Sang, et al.
Published: (2025)
by: Choi, Young Sang, et al.
Published: (2025)
Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness
by: Jeanselme, Vincent, et al.
Published: (2022)
by: Jeanselme, Vincent, et al.
Published: (2022)
Circular Belief Propagation for Approximate Probabilistic Inference
by: Bouttier, Vincent, et al.
Published: (2024)
by: Bouttier, Vincent, et al.
Published: (2024)
Identifying treatment response subgroups in observational time-to-event data
by: Jeanselme, Vincent, et al.
Published: (2024)
by: Jeanselme, Vincent, et al.
Published: (2024)
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
by: Shen, Xiangqing, et al.
Published: (2025)
by: Shen, Xiangqing, et al.
Published: (2025)
ADHAM: Additive Deep Hazard Analysis Mixtures for Interpretable Survival Regression
by: Ketenci, Mert, et al.
Published: (2025)
by: Ketenci, Mert, et al.
Published: (2025)
A pipeline for enabling path-specific causal fairness in observational health data
by: Kashyap, Aparajita, et al.
Published: (2026)
by: Kashyap, Aparajita, et al.
Published: (2026)
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
by: Chen, Runjin, et al.
Published: (2025)
by: Chen, Runjin, et al.
Published: (2025)
Database Querying under Missing Values Governed by Missingness Mechanisms
by: Bertossi, Leopoldo, et al.
Published: (2026)
by: Bertossi, Leopoldo, et al.
Published: (2026)
Belief-State Query Policies for User-Aligned POMDPs
by: Bramblett, Daniel, et al.
Published: (2024)
by: Bramblett, Daniel, et al.
Published: (2024)
Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
by: Guo, Hanze, et al.
Published: (2025)
by: Guo, Hanze, et al.
Published: (2025)
One Loss to Rule Them All: Marked Time-to-Event for Structured EHR Foundation Models
by: Jing, Zilin, et al.
Published: (2026)
by: Jing, Zilin, et al.
Published: (2026)
TS-Reasoner: Aligning Time Series Foundation Models with LLM Reasoning
by: Yu, Fangxu, et al.
Published: (2025)
by: Yu, Fangxu, et al.
Published: (2025)
Integrating Belief Domains into Probabilistic Logic Programs
by: Azzolini, Damiano, et al.
Published: (2025)
by: Azzolini, Damiano, et al.
Published: (2025)
Few-shot Steerable Alignment: Adapting Rewards and LLM Policies with Neural Processes
by: Kobalczyk, Katarzyna, et al.
Published: (2024)
by: Kobalczyk, Katarzyna, et al.
Published: (2024)
Causal Strengths and Leaky Beliefs: Interpreting LLM Reasoning via Noisy-OR Causal Bayes Nets
by: Dettki, Hanna
Published: (2025)
by: Dettki, Hanna
Published: (2025)
Prefix-Safe Bayesian Belief Tracking for LLM Reasoning Reliability:Separating Calibration from Ranking
by: Song, Zhenghan, et al.
Published: (2026)
by: Song, Zhenghan, et al.
Published: (2026)
REMIND: Rethinking Medical High-Modality Learning under Missingness--A Long-Tailed Distribution Perspective
by: Wu, Chenwei, et al.
Published: (2026)
by: Wu, Chenwei, et al.
Published: (2026)
EmoMM: Benchmarking and Steering MLLM for Multimodal Emotion Recognition under Conflict and Missingness
by: Sun, Yueru, et al.
Published: (2026)
by: Sun, Yueru, et al.
Published: (2026)
Imputation of Unknown Missingness in Sparse Electronic Health Records
by: Han, Jun, et al.
Published: (2026)
by: Han, Jun, et al.
Published: (2026)
Missingness-MDPs: Bridging the Theory of Missing Data and POMDPs
by: Wendland, Joshua, et al.
Published: (2026)
by: Wendland, Joshua, et al.
Published: (2026)
Steerable Visual Representations
by: Ruthardt, Jona, et al.
Published: (2026)
by: Ruthardt, Jona, et al.
Published: (2026)
Anytime Probabilistically Constrained Provably Convergent Online Belief Space Planning
by: Zhitnikov, Andrey, et al.
Published: (2024)
by: Zhitnikov, Andrey, et al.
Published: (2024)
Clifford-Steerable Convolutional Neural Networks
by: Zhdanov, Maksim, et al.
Published: (2024)
by: Zhdanov, Maksim, et al.
Published: (2024)
Align While Search: Belief-Guided Exploratory Inference for World-Grounded Embodied Agents
by: Bae, Seohui, et al.
Published: (2025)
by: Bae, Seohui, et al.
Published: (2025)
Reducing Belief Deviation in Reinforcement Learning for Active Reasoning
by: Zou, Deyu, et al.
Published: (2025)
by: Zou, Deyu, et al.
Published: (2025)
Learning Dynamic Belief Graphs for Theory-of-mind Reasoning
by: Chen, Ruxiao, et al.
Published: (2026)
by: Chen, Ruxiao, et al.
Published: (2026)
Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic Beliefs
by: Freedman, Gabriel, et al.
Published: (2025)
by: Freedman, Gabriel, et al.
Published: (2025)
A Lower Bound for the Number of Linear Regions of Ternary ReLU Regression Neural Networks
by: Nakahara, Yuta, et al.
Published: (2025)
by: Nakahara, Yuta, et al.
Published: (2025)
Learning Policy Representations for Steerable Behavior Synthesis
by: Li, Beiming, et al.
Published: (2026)
by: Li, Beiming, et al.
Published: (2026)
Belief Graphs with Reasoning Zones: Structure, Dynamics, and Epistemic Activation
by: Nikooroo, Saleh, et al.
Published: (2025)
by: Nikooroo, Saleh, et al.
Published: (2025)
Abductive Reasoning with Probabilistic Commonsense
by: Cotnareanu, Joseph, et al.
Published: (2026)
by: Cotnareanu, Joseph, et al.
Published: (2026)
SAGE: Steerable Agentic Data Generation for Deep Search with Execution Feedback
by: Xu, Fangyuan, et al.
Published: (2026)
by: Xu, Fangyuan, et al.
Published: (2026)
Revisiting LLM Reasoning via Information Bottleneck
by: Lei, Shiye, et al.
Published: (2025)
by: Lei, Shiye, et al.
Published: (2025)
CEHR-XGPT: A Scalable Multi-Task Foundation Model for Electronic Health Records
by: Pang, Chao, et al.
Published: (2025)
by: Pang, Chao, et al.
Published: (2025)
Missingness-aware Data Imputation via AI-powered Bayesian Generative Modeling
by: Liu, Qiao
Published: (2026)
by: Liu, Qiao
Published: (2026)
Interpretable Models Capable of Handling Systematic Missingness in Imbalanced Classes and Heterogeneous Datasets
by: Ghosh, Sreejita, et al.
Published: (2022)
by: Ghosh, Sreejita, et al.
Published: (2022)
Observer-Aware Probabilistic Planning Under Partial Observability
by: Lepers, Salomé, et al.
Published: (2025)
by: Lepers, Salomé, et al.
Published: (2025)
Controlled LLM-based Reasoning for Clinical Trial Retrieval
by: Jullien, Mael, et al.
Published: (2024)
by: Jullien, Mael, et al.
Published: (2024)
Similar Items
-
FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records
by: Pang, Chao, et al.
Published: (2025) -
ICYM2I: The illusion of multimodal informativeness under missingness
by: Choi, Young Sang, et al.
Published: (2025) -
Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness
by: Jeanselme, Vincent, et al.
Published: (2022) -
Circular Belief Propagation for Approximate Probabilistic Inference
by: Bouttier, Vincent, et al.
Published: (2024) -
Identifying treatment response subgroups in observational time-to-event data
by: Jeanselme, Vincent, et al.
Published: (2024)