A parameter generator (PG): one shared hypernetwork that maps a user's history to a per-user LoRA on a frozen Qwen2.5-7B-Instruct in a single forward pass. No per-user fine-tuning, no test-time optimization. Code:. Everything here is produced by, and consumed by, the scripts in that repo. Only the best checkpoint of each run is published. Intermediate pgstep.pt, pglast.pt and the trainstate.pt optimizer states (10 GB each, resume-only) are not. P2P randomtest / oodtest, macro over the 10 tasks: Geometry for t9v5o2: effective rank 6.004 of 8, cross-user cosine 0.572. Against a user-shuffled condition it gains +0.139 accuracy on random. Amazon-2023 review generation, t10a23v5o3, all 3,410…
Independent publisher
Cissy Xie
LafouCC
Models in Library1
Datasets in Library0
Models on Hugging Face7
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