"memory-efficient inference" Papers

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Computation and Memory-Efficient Model Compression with Gradient Reweighting

Zhiwei Li, Yuesen Liao, Binrui Wu et al.

Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression

Kunjun Li, Zigeng Chen, Cheng-Yen Yang et al.

NEURIPS 2025arXiv:2505.19602

Surprising Effectiveness of pretraining Ternary Language Model at Scale

Ayush Kaushal, Tejas Vaidhya, Arnab Mondal et al.

ICLR 2025arXiv:2407.12327

UniGist: Towards General and Hardware-aligned Sequence-level Long Context Compression

Chenlong Deng, Zhisong Zhang, Kelong Mao et al.

NEURIPS 2025arXiv:2509.15763

CaM: Cache Merging for Memory-efficient LLMs Inference

Yuxin Zhang, Yuxuan Du, Gen Luo et al.

KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache

Zirui Liu, Jiayi Yuan, Hongye Jin et al.

ICML 2024arXiv:2402.02750

MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization

Zhao Tianchen, Xuefei Ning, Tongcheng Fang et al.

ECCV 2024arXiv:2405.17873