Member proposals

What the collective is building next.

Proposal outline · members only
1 · Problem: what and why, 2–4 sentences
2 · Approach: model / method, and why this one
3 · Dataset: source, size, preprocessing
4 · Metrics: how you'll know it worked
5 · Compute: training time, memory, dependencies
6 · Deliverables: model, paper, demo
7 · Risk: what breaks first, and plan B
Submit proposal PDF
ALLAll ProposalsCombined PDF ↗
  1. P-01AcneCascade-SEM · acne pathogenesisPDF ↗
  2. P-02CancerDynPDF ↗
  3. P-03CC-FNO-E · fluid dynamicsPDF ↗
  4. P-04Cell2CircuitPDF ↗
  5. P-05Certified LoRA merge screeningPDF ↗
  6. P-06CLD-Trans · biosignalsPDF ↗
  7. P-07Conflict · ablation-choice auditPDF ↗
  8. P-08DTLMUW waveform discoveryPDF ↗
  9. P-09EPGNN · seismic event detectionPDF ↗
  10. P-10FlutterFormPDF ↗
  11. P-11FR-Guard · false reassurancePDF ↗
  12. P-12Geometric transfer · 3D point cloudsPDF ↗
  13. P-13GeometryShiftPDF ↗
  14. P-14GR-Trace · glucocorticoid responsePDF ↗
  15. P-15Graph-based market contagion detectorPDF ↗
  16. P-16GrokScalePDF ↗
  17. P-17HF-Bench · DL vs. classical MLPDF ↗
  18. P-18Hybrid weather forecastingPDF ↗
  19. P-19Identifiability screening · policy simulatorsPDF ↗
  20. P-20InterveneFMPDF ↗
  21. P-21ITA · cross-species posePDF ↗
  22. P-22J-space global-workspace auditPDF ↗
  23. P-23MnemosynePDF ↗
  24. P-24NeuroSparsePDF ↗
  25. P-25Observable but Not SteerablePDF ↗
  26. P-26Param-Mix · data-mixture interpolationPDF ↗
  27. P-27Persistent state · screen-based agentsPDF ↗
  28. P-28Pick Two · clinical triagePDF ↗
  29. P-29QML · pulsar anomaly detectionPDF ↗
  30. P-30REFLEX-RLVRPDF ↗
  31. P-31Reset-pose curriculum · robotic manipulationPDF ↗
  32. P-32SE(3) airfoil diffusionPDF ↗
  33. P-33SOFA UnpackedPDF ↗
  34. P-34Species extinction riskPDF ↗
  35. P-35SympScalePDF ↗
  36. P-36TABULA · embodied discoveryPDF ↗
  37. P-37tensor-net-lmPDF ↗
  38. P-38TriHet-PyPDF ↗
  39. P-39Uncertainty-aware conversational recommendationPDF ↗
  40. P-40Uncertainty-aware health risk predictionPDF ↗
  41. P-41Unidentifiability oraclePDF ↗