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About this paper

Youneng Bao, Yulong Cheng, Jiacong Chen, Yiping Liu, Qingyu Mao, Mu Li, Chuanmin Jia, Li Song and 2 more

The survey defines instance-fitted representation compression (IFRC) as fitting a representation to one target and reconstructing from its fitted state. It distinguishes functional representations from parametric primitives and separates model proxies, estimates, and complete serialized payloads. Its framework says only complete payloads under aligned conditions support cross-paper rate–distortion conclusions; its examples do not establish a universal winner.

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