research.arnao.ai · topic: memory

The Observatory

A living constellation of a research topic — where node brightness is evidence weight (authority × recency × corroboration), an AI lens dims and re-renders what you ask for, and any slice can be clipped into a shareable context block.

Self-improvement agent · last run 04:12

Weighting

weight = authority×recency×corroboration

peer / lab standingfreshnesstimes echoed
0.2
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size + glow = weight
arXiv / lab
RAI voices
podcasts
Byron's notes

Discourse trend · 14 mo

Weighted attention on “memory,” agent-synthesized

Shift: “long-context” → “learned test-time memory” at the Titans inflection (Jan 2025). Emerging: machine unlearning ↑ · right-to-be-forgotten ↑

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What changed overnight

NEW
Test-time Regression — a unifying frame for associative memory. Linked to Titans.
NEW
Human→AI Memory Survey pulled in; corroborates 3 existing nodes.
REWEIGHT
Titans recency ↑ (fresh citations) · MemGPT ↓ (aging).
TREND
Detected: machine unlearning rising across the safety cluster.
AI lens
Full constellation · 16 nodes lit
Click any star for its evidence weighting · drag to nudge the field
context block · research.arnao.ai/memory

Memory — safety-critical slice

Top corroborated sources