pith. sign in

Now, we bound the ℓ2 distance of the two processes, which is the ℓ2 norm of ∆t

Now define the difference sequence ∆t :=Z t −Z ′ t with the associated SDE d∆t :=−(∇f(Z t)− ∇f(Z ′ t))dt+ √η(Σ(Z t)−Σ ′(Z′ t))dWt · 1951

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
browse 1 citing papers

fields

cs.CL 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

Synthetic Data for any Differentiable Target

cs.CL · 2026-04-09 · unverdicted · novelty 8.0

DPG lets researchers shape language model properties like weight patterns or output behaviors by optimizing synthetic training data via higher-order gradient rewards in a policy gradient setup.

citing papers explorer

Showing 1 of 1 citing paper.

  • Synthetic Data for any Differentiable Target cs.CL · 2026-04-09 · unverdicted · none · ref 3

    DPG lets researchers shape language model properties like weight patterns or output behaviors by optimizing synthetic training data via higher-order gradient rewards in a policy gradient setup.