2 papers
cs.LG2026
HCInfer: An Efficient Inference System via Error Compensation for Resource-Constrained Devices
Shen Xu, Xiangwen Zhuge, Zhe Xu +3
LLMs often struggle with memory-constrained deployment on consumer-grade hardware due to their massive parameter sizes. While existing solutions such as model compression and offlo…
cs.LG2025
SpecOffload: Unlocking Latent GPU Capacity for LLM Inference on Resource-Constrained Devices
Xiangwen Zhuge, Xu Shen, Zeyu Wang +6
Efficient LLM inference on resource-constrained devices presents significant challenges in compute and memory utilization. Due to limited GPU memory, existing systems offload model…