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
ALLAll ProposalsCombined PDF ↗
- P-01AcneCascade-SEM · acne pathogenesisPDF ↗
- P-02CancerDynPDF ↗
- P-03CC-FNO-E · fluid dynamicsPDF ↗
- P-04Cell2CircuitPDF ↗
- P-05Certified LoRA merge screeningPDF ↗
- P-06CLD-Trans · biosignalsPDF ↗
- P-07Conflict · ablation-choice auditPDF ↗
- P-08DTLMUW waveform discoveryPDF ↗
- P-09EPGNN · seismic event detectionPDF ↗
- P-10FlutterFormPDF ↗
- P-11FR-Guard · false reassurancePDF ↗
- P-12Geometric transfer · 3D point cloudsPDF ↗
- P-13GeometryShiftPDF ↗
- P-14GR-Trace · glucocorticoid responsePDF ↗
- P-15Graph-based market contagion detectorPDF ↗
- P-16GrokScalePDF ↗
- P-17HF-Bench · DL vs. classical MLPDF ↗
- P-18Hybrid weather forecastingPDF ↗
- P-19Identifiability screening · policy simulatorsPDF ↗
- P-20InterveneFMPDF ↗
- P-21ITA · cross-species posePDF ↗
- P-22J-space global-workspace auditPDF ↗
- P-23MnemosynePDF ↗
- P-24NeuroSparsePDF ↗
- P-25Observable but Not SteerablePDF ↗
- P-26Param-Mix · data-mixture interpolationPDF ↗
- P-27Persistent state · screen-based agentsPDF ↗
- P-28Pick Two · clinical triagePDF ↗
- P-29QML · pulsar anomaly detectionPDF ↗
- P-30REFLEX-RLVRPDF ↗
- P-31Reset-pose curriculum · robotic manipulationPDF ↗
- P-32SE(3) airfoil diffusionPDF ↗
- P-33SOFA UnpackedPDF ↗
- P-34Species extinction riskPDF ↗
- P-35SympScalePDF ↗
- P-36TABULA · embodied discoveryPDF ↗
- P-37tensor-net-lmPDF ↗
- P-38TriHet-PyPDF ↗
- P-39Uncertainty-aware conversational recommendationPDF ↗
- P-40Uncertainty-aware health risk predictionPDF ↗
- P-41Unidentifiability oraclePDF ↗