🔬 Phase 46.5 Show & Tell: SelfSupervisedOrchestrator — Unified SSL Pipeline

[web3guru888]

SelfSupervisedOrchestrator — Show & Tell

Share implementations, experiments, and results for the SelfSupervisedOrchestrator component (Issue #909).

Topics

• End-to-end SSL pipeline execution results
• Pretext task selection heuristics and accuracy
• Curriculum scheduling experiments (augmentation, mask ratio, resolution)
• Downstream adaptation comparisons (fine-tune vs. linear vs. LoRA)
• Multi-method ensemble representation results
• Transfer learning protocol benchmarks
• Model soup experiments (weight averaging across SSL methods)

Discussion Prompts

• What curriculum schedule works best for SSL pre-training?
• How does pretext task selection compare to always using SimCLR/MAE?
• Share your end-to-end pipeline configurations and results
• When does ensemble outperform the best single SSL method?