01 / IMPLEMENTATION & CONTRIBUTION
What the work involves
Local implementations and adaptations explore chart-image CNNs/ViTs, MASTER adapters, and Attention Factors. Each original paper and model remains credited to its authors.
Technical depth
Reproducible chart rendering, visual-versus-numeric comparisons, market-conditioned adapters, characteristic attention, variable-universe masks, PIT alignment and portfolio construction under market constraints.
The project family
A_Share/factorResearch/CNNA_Share/factorResearch/vit-sdf-lassoA_Share/factorResearch/MASTERA_Share/factorResearch/visualizationA_Share/attention_factors02 / RESULTS
What came out of it
The family includes chart rendering, model and evaluation modules, and ViT inference/visualization. Attention Factors distinguishes the paper’s long/short reference from a long-tilt hedge construction.
03 / SUPPORTING EVIDENCE
Follow the source
Implementation notes, project records, and supporting artifacts.
Source context & project scope
No paper publication, successful SDF replication, model advantage or deployment is established. Planned visual fusion and directly executable market variants must not be conflated with finished evaluation.
Chart rendering, CNN baseline, feature controls, fusion and evaluation research layout.
SOURCE · 2026-09-17Local adaptation source exists on the upstream MASTER checkout.
SOURCE · 2026-09-17Upstream attribution and separate reference/deployable-construction designs.
SOURCE · 2026-09-17