reversible-memory-stack-per-action-process-rewards TEC-0179 · proposedReversible memory stack with per-action process rewards
Gives an RL-trained retrieval agent a LIFO memory stack with push/pop actions (plan, think, search, summary, backtrack, conclusion) and assigns format, retrieval-relevance and memory-usefulness rewards to the tokens of each action, plus bat
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.
Gives an RL-trained retrieval agent a LIFO memory stack with push/pop actions (plan, think, search, summary, backtrack, conclusion) and assigns format, retrieval-relevance and memory-usefulness rewards to the tokens of each action, plus bat Filed by the drafting stage from AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing (2608.29622) 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: F1 on seven QA benchmarks against No-RAG, naive RAG, agentic RAG and RL baselines (ReSearch, Search-R1, AEPO, ARPO, Mem1); average 33.55 vs 30.16 best baseline at 3B; ablations drop average to 27.37 without memory actions, 25.43 without rejection, 19.94 without both process rewards.. 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.