Experimental Setup
MIT CSAIL Core Insight: Pruning 100% of an artist's direct training data leaves stylistic synthesis intact due to proxy visual features distributed across adjacent datasets.
Latent Style Manifold (D3 Simulation)
Training Points ActiveStyle Retention
100.0%
Attribution Entropy
1.18
Manifold Drift
0.000
Synthesis Probe & Attribution Trace
Baseline Synthesis
Post-Pruning Output
Multi-Source Proxy Decomposition
| Proxy Source Cluster | Shared W | Attribution |
|---|
Tracing generated output to a single training source remains statistically indeterminate without targeted weight nullspace projection.