Need arXiv cs.LG endorsement — AutoCompress: Autonomous LLM Compression (Independent Researcher)

Hi HuggingFace community! I’m Archit Thorat, an independent researcher from India. I need an arXiv cs.LG endorsement for my first paper. Paper: “AutoCompress: Autonomous Compression of Small Language Models via Critical Layer Isolation” Key finding: Layer 0 in small transformers carries ~98% of task-critical information — consistent across 6-layer and 16-layer models. This motivated Critical Layer Isolation (CLI): * Layer 0 runs at full capacity * All other layers compressed to shared bottleneck dim * Result: 34.8% compression matching baseline quality All experiments done on free Colab T4 GPU overnight. Zero paid compute. Would anyone be willing to endorse my submission? Endorsement link: Log in to arXiv | arXiv e-print repository Thank you so much! Archit