weight-profile-attributes-temporal-stability TEC-0231 · proposedWeight profile attributes by temporal stability
Distil a structured user profile incrementally from history, score each attribute by support, duration and recency combined with entropy weighting, and inject the score as a salience prior in the prompt.
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.
Distil a structured user profile incrementally from history, score each attribute by support, duration and recency combined with entropy weighting, and inject the score as a salience prior in the prompt. Filed by the drafting stage from To Memories and Beyond: From Remembering to Knowing You across Long-Term Multimodal Personal Archives (2609.19167) 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: Swapped into EverMemOS's pipeline with retrieval and backbone fixed: beat full context on persona inference for all three readers (+0.6/+4.0/+4.3) and matched or beat it on prediction (0.0/+3.5/+1.8) at ~6k tokens vs ~123k; ablating the stability weighting lowered persona inference for all readers but raised open-ended assistance by about 2.4 points. 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
No repository linked yet. Contribute one.
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.