Each of the eight v2.0 algorithm pages (bsde, pde, stochastic_control,
quadratic_impact_control, mckean_vlasov, agent_based, robust_drift,
generative_calibration_hooks) gains:
- A dedicated 'Mathematical background' section with the central theorem
(Pardoux-Peng, Sznitman propagation of chaos, Pontryagin-Bismut,
Huber-IRLS, Gretton MMD, Kolmogorov forward, etc.), key derivations
and the analytic closed-form solution that the unit tests target.
- An 'Applications' / 'Why it matters' paragraph listing concrete
research and engineering use-cases so newcomers grasp the value of
each primitive.
- A repaired companion-notebook block: the broken relative path
'../../examples/notebooks/...ipynb' (which 404s on RTD) is replaced
by an explicit GitHub blob (view) + raw (download) URL pair.
Sphinx now builds the full doc set with zero new warnings.
ThotDjehuty
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