On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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2 results for “AIGC”

Joint Energy Management and Coordinated AIGC Workload Scheduling for Distributed Data Centers: A Diffusion-Aided Reward Shaping Approachcs.LG

Proposes a framework for energy-efficient AIGC workload scheduling in cloud data centers.

problem Challenges of scheduling AIGC workloads for energy efficiency and quality control.

method Joint energy management and coordinated AIGC workload scheduling framework with diffusion model-aided reward shaping.

result Effective learning of scheduling policies under sparse environmental feedback.

AIGC Data Centers Energy Management Coordinated Workload Scheduling Reward Shaping

2026-05-03abs ↗pdf ↗

Noise Consistency Training: A Native Approach for One-Step Generator in Learning Additional Controlscs.LG

NCT simplifies one-step generator adaptation to new controls.

problem Adapting one-step generators to new control conditions.

method Noise Consistency Training (NCT) integrates new controls without retraining.

result NCT achieves state-of-the-art controllable generation in a single pass.

Noise Consistency Training one-step generator controllable generation diffusion distillation semantic guidelines

2025-06-24abs ↗pdf ↗