conftrace_

data drift

9 papers

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Co-occurring keywords

sparse and-rule (1) clustered federated learning (9) prediction model (26) clinical text (191) ensemble system (12) dialog system (218) temporal adaptation (16) short text (43) model retraining (10) feature robustness (6)

Papers

LLMs for Now, Fine-Tuning for Later: An Ensemble Approach to Data Drift in Domain-Specific Tasks ACL 2026

MSCFL: Model Structure-Aware Clustered Federated Learning for System Heterogeneity and Data Drift AAAI 2026

Challenges and Remedies of Domain-Specific Classifiers as LLM Guardrails: Self-Harm as a Case Study NAACL 2025

Data Drift in Clinical Outcome Prediction from Admission Notes COLING 2024

Heavy Sets with Applications to Interpretable Machine Learning Diagnostics AISTATS 2023

Reliable and Interpretable Drift Detection in Streams of Short Texts ACL 2023

DetAIL: A Tool to Automatically Detect and Analyze Drift in Language AAAI 2023

Back to the Future – Temporal Adaptation of Text Representations AAAI 2020

Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks MLHC 2019