Author

Ruitong Li

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#machine learning Preprint Aug 2026

MSA-CITE: A Co-Adapted LoRA Specialist Ecology for Fixed-Budget Small-Model Inference

Compact language models are typically deployed by retaining a single post-training checkpoint and sampling it repeatedly. In this work, we challenge this practice by treating multiple discarded checkpoints as composable assets for deployment. Starting from a single Qwen3-4B backbone, we preserve four frozen LoRA branch...

Rui-Tong Li, Bin-Jie Guo, Ai-Sheng Mo et al. · 0 citations

Preprint Aug 2026

The Order Is the Guarantee: Verifier-Budgeted Code Deletion with Static-First Learned Proposals

The result is an auditable division of labor: models widen the search for removable code, order bounds the damage a mis-ranked proposal can do, and execution retains authority over every committed deletion.

Rui-Tong Li, Bin-Jie Guo, Ai-Sheng Mo et al. · 0 citations