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| 1 | +# Zenodo v6.3 Release Notes |
| 2 | + |
| 3 | +**Date:** 2026-03-27 |
| 4 | +**Version:** 6.3.0 |
| 5 | +**Status:** Ready for Zenodo Upload |
| 6 | + |
| 7 | +--- |
| 8 | + |
| 9 | +## What's New in v6.3 |
| 10 | + |
| 11 | +### 1. Analysis Notebooks (3) |
| 12 | +Reproducible Jupyter notebooks for scientific analysis: |
| 13 | + |
| 14 | +| Notebook | Focus | Metrics | |
| 15 | +|----------|-------|---------| |
| 16 | +| B001_Training_Analysis.ipynb | HSLM training | PPL, ECE, Brier, carbon | |
| 17 | +| B002_FPGA_Analysis.ipynb | FPGA synthesis | Resources, power, energy | |
| 18 | +| B007_VSA_Analysis.ipynb | VSA operations | Noise resilience, SIMD | |
| 19 | + |
| 20 | +### 2. Conference Abstracts (3) |
| 21 | +Tailored abstracts for major conferences: |
| 22 | + |
| 23 | +| Conference | Focus | Keywords | |
| 24 | +|------------|-------|----------| |
| 25 | +| NeurIPS 2026 | Uncertainty quantification | ECE, calibration, statistical significance | |
| 26 | +| ICLR 2027 | Reproducibility | FAIR, checklist, Docker, notebooks | |
| 27 | +| MLSys 2025 | System design | Energy, FPGA, scalability, 12.5× efficiency | |
| 28 | + |
| 29 | +### 3. Bundle Dependency Graph |
| 30 | +Visual architecture representation: |
| 31 | +- `bundle_dependencies.png` (256 KB) |
| 32 | +- `bundle_dependencies.svg` (71 KB) |
| 33 | +- `bundle_dependencies.dot` (source) |
| 34 | + |
| 35 | +### 4. Enhanced JSON Metadata (8) |
| 36 | +- GitHub repository links |
| 37 | +- Jupyter notebook references |
| 38 | +- Parent collection relations |
| 39 | +- Calibration metrics in descriptions |
| 40 | + |
| 41 | +--- |
| 42 | + |
| 43 | +## v6.3 File Inventory |
| 44 | + |
| 45 | +| Category | v6.2 | v6.3 | Delta | |
| 46 | +|----------|------|------|-------| |
| 47 | +| Markdown descriptions | 8 | 8 | — | |
| 48 | +| JSON metadata | 8 | 8 | Updated | |
| 49 | +| Figures (PNG + SVG) | 30 | 32 | +2 | |
| 50 | +| Data files (CSV) | 10 | 10 | — | |
| 51 | +| Dockerfiles | 7 | 7 | — | |
| 52 | +| Jupyter notebooks | 0 | 3 | +3 ✨ | |
| 53 | +| Conference abstracts | 0 | 3 | +3 ✨ | |
| 54 | +| **Total** | **61** | **71** | **+10** | |
| 55 | + |
| 56 | +--- |
| 57 | + |
| 58 | +## Calibration Metrics Summary |
| 59 | + |
| 60 | +| Bundle | ECE | Brier Score | Interpretation | |
| 61 | +|--------|-----|-------------|----------------| |
| 62 | +| B001 HSLM | 0.084 | 0.234 | Well-calibrated | |
| 63 | +| B002 FPGA | 0.092 | 0.241 | Well-calibrated | |
| 64 | +| B003 TRI-27 | 0.115 | 0.248 | Good | |
| 65 | +| B004 Lotus | 0.108 | 0.239 | Well-calibrated | |
| 66 | +| B005 VIBEE | 0.042-0.089 | 0.156-0.201 | Excellent-Good | |
| 67 | +| B006 Sacred | 0.058-0.071 | 0.172-0.189 | Excellent-Good | |
| 68 | +| B007 VSA | 0.058-0.072 | 0.162-0.185 | Excellent-Good | |
| 69 | + |
| 70 | +--- |
| 71 | + |
| 72 | +## Upload Instructions |
| 73 | + |
| 74 | +### Prerequisites |
| 75 | +- [ ] Zenodo account with ORCID linked |
| 76 | +- [ ] Real ORCID number (update JSON files) |
| 77 | +- [ ] GitHub release v6.3.0 created |
| 78 | + |
| 79 | +### Step 1: Create GitHub Release |
| 80 | +```bash |
| 81 | +gh release create v6.3.0 \ |
| 82 | + --title "v6.3.0 — Analysis Notebooks + Conference Abstracts" \ |
| 83 | + --notes "See ZENODO_V6.3_RELEASE_NOTES.md" |
| 84 | +``` |
| 85 | + |
| 86 | +### Step 2: Upload to Zenodo (8 Depositions) |
| 87 | +1. Visit https://zenodo.org/deposit |
| 88 | +2. For each bundle (B001-B007 + PARENT): |
| 89 | + - Upload corresponding files |
| 90 | + - Copy-paste JSON metadata |
| 91 | + - Select license: CC-BY-4.0 |
| 92 | + - Add communities: neurips, iclr, mlsys |
| 93 | +3. Publish all depositions |
| 94 | + |
| 95 | +### Step 3: Record DOIs |
| 96 | +Update `.zenodo.*_v6.3.json` with minted DOIs for v6.4. |
| 97 | + |
| 98 | +--- |
| 99 | + |
| 100 | +## Conference Submission Checklist |
| 101 | + |
| 102 | +### NeurIPS 2026 |
| 103 | +- [ ] Abstract (250 words) ✅ |
| 104 | +- [ ] PDF with algorithm boxes ✅ |
| 105 | +- [ ] Calibration metrics (ECE) ✅ |
| 106 | +- [ ] Broader impact statement ✅ |
| 107 | +- [ ] Limitations section ✅ |
| 108 | +- [ ] Code availability ✅ |
| 109 | + |
| 110 | +### ICLR 2027 |
| 111 | +- [ ] Abstract (250 words) ✅ |
| 112 | +- [ ] Reproducibility checklist ✅ |
| 113 | +- [ ] Docker containers ✅ |
| 114 | +- [ ] Jupyter notebooks ✅ |
| 115 | +- [ ] CSV datasets ✅ |
| 116 | +- [ ] Open source license ✅ |
| 117 | + |
| 118 | +### MLSys 2025 |
| 119 | +- [ ] Abstract (250 words) ✅ |
| 120 | +- [ ] System description ✅ |
| 121 | +- [ ] Benchmarks (SIMD, power) ✅ |
| 122 | +- [ ] Scalability analysis ✅ |
| 123 | +- [ ] FPGA synthesis results ✅ |
| 124 | + |
| 125 | +--- |
| 126 | + |
| 127 | +## Known Limitations |
| 128 | + |
| 129 | +1. **ORCID**: Placeholder value `0000-0000-0000-0000` requires user update |
| 130 | +2. **Video demos**: Not recorded (3-5 min each recommended) |
| 131 | +3. **arXiv links**: Not yet posted |
| 132 | +4. **Peer review**: Preprint status (not peer-reviewed) |
| 133 | + |
| 134 | +--- |
| 135 | + |
| 136 | +## Future Work (v6.4) |
| 137 | + |
| 138 | +1. Record video demonstrations |
| 139 | +2. Post to arXiv |
| 140 | +3. Add peer review status |
| 141 | +4. Create interactive tutorials |
| 142 | +5. Add citation analysis |
| 143 | + |
| 144 | +--- |
| 145 | + |
| 146 | +**φ² + 1/φ² = 3 | TRINITY** |
| 147 | + |
| 148 | +**Issue:** #435 |
| 149 | +**Branch:** feat/issue-435-zenodo-v6.1-clean |
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