In-Cell Learning: Language Models That Update Their Own Weights in Sequence Without Changing the File They Ship

Zifeng Liu, Yaxin Lu, Xuanhan Wu +6

A 4-bit quantized weight specifies a rounding cell rather than a single full-precision value. We introduce in-cell learning, a paradigm for writing new knowledge only within these…