Paper trains LLMs to amortize sequential experimental design
Information-gain policies beat training- and inference-time BED baselines on Twenty Questions and transfer to Medi-Q.
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Stories tagged #bayesian
Federated Bayesian Surveillance of Mechanical Thrombectomy Adverse Events: A Population Risk Layer for Surgical Digital Twins
A federated Bayesian protocol privately estimates thrombectomy adverse-event rates from FDA MAUDE reports.
QuanVI: Score-based Variational Inference via Quantum Maximally Mixed States
QuanVI scales score-based variational inference using mixed-state density operators and matrix product operators.
BaRe-Mem: Bayesian Reliability Memory for Robust and Adaptive Agent Consultation
BaRe-Mem tracks advisor reliability so multi-agent systems resist misleading consultations better than debate or voting.
Bayesian Belief Layer for Controllable Opinion Dynamics in LLM Agents
Bayesian Chronicle Agents add an explicit belief layer so LLM opinion dynamics can be controlled by stubbornness.
Moral Entropy: Auditing Bias and Uncertainty in Moral Judgment
Moral Entropy treats moral-label disagreement as a posterior and finds common vote rules badly misclassify items.