Learning to Assign Prediction Tasks to Agents with Capacity Constraints
cs.HC, cs.AI
Submitted: 2026-05-27
Updated: 2026-09-29
Terminology
Sources
- FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
- Budgeted Multiple-Expert Deferral
- Thompson sampling with the online bootstrap
- Measuring Massive Multitask Language Understanding
- Thompson Sampling for Combinatorial Semi-bandits with Sleeping Arms and Long-Term Fairness Constraints
- WISERouter: LLM Routing with Workload Budget Constraint
- Holistic Evaluation of Language Models
- Learning When to Automate: Queue Control in Human-AI Service Systems
- RouteLLM: Learning to Route LLMs with Preference Data
- Adaptive LLM Routing under Budget Constraints
- Online Decision Deferral under Budget Constraints
- ParetoBandit: Budget-Paced Adaptive Routing for Non-Stationary LLM Serving
- Fatigue-Aware Learning to Defer via Constrained Optimisation
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