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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Photon Empress Moore: Day/Night Consolidation for Continual Learning with Valence-Gated Replay and an Interaction-First Formal Core (with an Adversarial Falsifiability Protocol)

Authors: Moore, Tadden;

Photon Empress Moore: Day/Night Consolidation for Continual Learning with Valence-Gated Replay and an Interaction-First Formal Core (with an Adversarial Falsifiability Protocol)

Abstract

This record describes an ongoing research program proposing a continual-learning agent architecture inspired by biological separation between rapid online adaptation and offline consolidation. The method alternates a Day phase (stable inference with bounded, parameter-efficient ephemeral adaptation and episodic logging) and a Night phase (compute-accounted offline consolidation from an episodic buffer prioritized by a scalar valence signal). To prevent category errors and “symbol hijacking,” the paper includes an interaction-first formal core introducing an interaction-composition operator distinct from arithmetic, and a strict lane-separation / claim-ladder that keeps speculative ideas quarantined from testable engineering claims. The work preregisters a falsifiability protocol: compute matching, baselines, mandatory ablations, and explicit failure conditions. A parallel prototype track targets edge feasibility under thermal, memory, and latency constraints, with planned reporting on token latency distributions, throttling/thermal traces, memory/KV-cache behavior, IO throughput, and Night duty-cycle gating. Empirical benchmark results and open implementation artifacts are in preparation and will be released as the prototype stabilizes.

Keywords

continual learning, catastrophic forgetting, consolidation, replay, episodic buffer, valence-gated replay, stability-plasticity, parameter-efficient fine-tuning, LoRA, compute-matched evaluation, falsifiability protocol, edge AI, mobile inference, heterogeneous computing, Vulkan compute, GPU profiling, structured sparsity, KV cache, memory hierarchy, thermal gating, Machine Learning, Artificial intelligence, Computer Systems, Artificial Intelligence, Computer Graphics, Mobile phones

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green