Pith. sign in

Title resolution pending

doi: 10 · DOI 10.64434/tml.20251026.https://thinkingmachines.ai/blog/

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

1 Pith paper citing it
open at publisher browse 1 citing papers

Title metadata for this work has not finished resolving. The hub is built from the citation graph; the title resolver retries DOI and OpenAlex on its next pass.

fields

cs.CL 1

years

2026 1

verdicts

CONDITIONAL 1

representative citing papers

Sample-Efficient Learning from Agent Experience

cs.CL · 2026-07-23 · conditional · novelty 6.0

Agents can consolidate in-context trial-and-error learning into their weights by distilling one-step teacher decisions at recorded histories, needing no additional environment interaction.

citing papers explorer

Showing 1 of 1 citing paper.

  • Sample-Efficient Learning from Agent Experience cs.CL · 2026-07-23 · conditional · none · ref 13

    Agents can consolidate in-context trial-and-error learning into their weights by distilling one-step teacher decisions at recorded histories, needing no additional environment interaction.