conftrace_

cost-aware inference

3 papers

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Co-occurring keywords · papers mentioning both

uncertainty-based prediction (1) dynamic prediction (1) early prediction (1) multi-stage classification (1) gated network (1) iot device (1) test-time scaling (1) decentralized training (1) data efficiency (1) cost-aware learning (1)

Papers

Breaking the Resource Monopoly: LLM Post-Training and Serving with Modest Data and Compute AAAI 2026 UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for Multi-Stage Classification NeurIPS 2022 Cost aware Inference for IoT Devices AISTATS 2019