We study weighted pseudorandom generators (WPRGs) and derandomizations for read-once branching programs (ROBPs), which are key problems towards answering the fundamental open question \mathbf{BPL} ?{=} \mathbf{L}.
Denote n and w as the length and the width of a ROBP.
We have the following results.
For standard ROBPs, there exists an explicit \varepsilon-WPRG with seed length
For permutation ROBPs with unbounded widths and single accept nodes, there exists an explicit \varepsilon-WPRG with seed length
For regular ROBPs with n \le 2^{O(\sqrt{\log w})}, \varepsilon = 1/\poly w, we give a derandomization within space O(\log w), i.e. in \mathbf{L} exactly.
This is better than previous results of [AKM+20 , CHL+23 , CL24 ] in this regime.
Our main method is based on a recursive application of weighted pseudorandom reductions, which is a natural notion that is used to simplify ROBPs.