action-guidance-early-observation-enrichment-late TEC-0088 · proposedAction guidance early, observation enrichment late
Modify the training environment's feedback rather than the agent: give explicit next-action hints in the first steps of an episode and the first half of training, then switch to richer state information in later steps and later training, ke
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Modify the training environment's feedback rather than the agent: give explicit next-action hints in the first steps of an episode and the first half of training, then switch to richer state information in later steps and later training, ke Filed by the drafting stage from Environments as Scaffold: Enriching Feedback to Bootstrap Self-Evolving Agents in Long-Horizon Tasks (2609.08404) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Success rate on unenriched standard environments, compared against training in standard environments, across 2 model scales x 3 RL algorithms x 2 benchmarks; average absolute gain 2.82 points, with a hybrid schedule beating all four single strategies in the pilot study; regressions of 3-7 points on BFCL Miss Param / Miss Func splits.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.