gate-between-replaying-retrieved-winning-episodes-fresh-reasoning TEC-0265 · proposedGate between replaying retrieved winning episodes and fresh
The agent stores successful past gameplay episodes, retrieves the few most similar to the current time and observation, and a gating rule decides whether to execute the retrieved action directly or reason anew by fusing the retrieved episod
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.
The agent stores successful past gameplay episodes, retrieves the few most similar to the current time and observation, and a gating rule decides whether to execute the retrieved action directly or reason anew by fusing the retrieved episod Filed by the drafting stage from LLMs Are Not Good Strategists, Yet Memory-Enhanced Agency Boosts Reasoning (2608.12626) 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: Win rate against built-in opponents across five strategy styles on two held-out maps: 67.5% (GPT-4o-mini) and 75.0% (GPT-4-turbo) at Level 5 versus 60.0% for the CoS baseline, and 30.0% versus 8.3% at Level 6; token use reported as 14.5% of CoS on matched models; ablations removing exploration (60.0%/17.5%) or contextual fusion (65.0%/12.5%) both lower win rate.. 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.