conftrace_

cost-aware learning

9 papers

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Co-occurring keywords

active learning (1301) large language model (13587) bayesian optimization (624) surrogate model (181) annotation cost (37) teacher-student framework (63) pareto optimal (58) cascading bandit (11) intent recognition (88) dialogue system (1667)

Papers

CAL-Log: Cost-Aware Active Learning with Logarithmic Cognitive Effort Modeling and Online Adaptation to Human Annotation Behavior ACL 2026
Learning Only When It Matters: Cost-Aware Long-Tailed Classification AAAI 2024
FlexiBO: A Decoupled Cost-Aware Multi-objective Optimization Approach for Deep Neural Networks (Abstract Reprint) AAAI 2024
Active Learning with LLMs for Partially Observed and Cost-Aware Scenarios NIPS 2024
Cache me if you Can: an Online Cost-aware Teacher-Student framework to Reduce the Calls to Large Language Models EMNLP 2023
CEM: Machine-Human Chatting Handoff via Causal-Enhance Module EMNLP 2022
UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for Multi-Stage Classification NIPS 2022
Cost-Accuracy Aware Adaptive Labeling for Active Learning AAAI 2020
Cost-aware Cascading Bandits IJCAI 2018