AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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3,573 papers
Second public release. v0.1.0 wrote eight facts, one trigger each. This one writes a small world: one hundred facts about an invented character (Quail), learned from sentences that use them, and recalled by the real llama.cpp engine on sentences it never saw. What changed since v0.1.0 Usage-corpus descent. The variable...
This record contains the preprint manuscript (submitted to Pattern Recognition, PR-D-26-12736 Revision R1) along with the complete replication package, frozen DNA specifications, execution scripts, and 400 training run logs.This archive contains the complete replication package, frozen DNA specifications, core executio...
We study how large transient inputs cause post-perturbation memory failure in small recurrent neural networks (RNNs), and whether spectral summaries of early hidden-state trajectories provide information beyond simpler time-domain descriptions. Mechanistically, each of three tanh memory RNNs contained two stable zero-i...
The utility of LLMs for earthquake characterization is assessed and a novel approach based on a small LLM called TinyLlama is proposed, which achieves comparable performance in magnitude estimation and superior accuracy in epicenter, hypocenter and origin time estimation.
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ボリンジャーバンドには「何σにするか」という選び方がある。倍率を動かすと何が動いて何が動かないのかを、ティックデータで測った。 四銘柄(USDJPY・EURUSD・GBPUSD・XAUUSD)の2019年から2024年までの1時間足で、「上のバンドより上なら買い、下のバンドより下なら売り」を信号にし、一期間ぶん先までの値動きとの符号つきの平均(単位 pips)を...
Behavioural Friction Theory decomposes the forces that govern a bounded decision system into four cognitive fields — Safety, Meaning, Ability, Effort. Are these fields intrinsic to a substrate, or the generic product of its exposure to experience? This paper uses a large language model as a controllable test substrate...
This archive contains the complete replication package, frozen DNA specifications, core execution scripts, and 400 training run logs supporting the manuscript: "Initialization DNA: Sparse Weight-Space Programs for Accelerating Small Transformer Language Model Training" (submitted to Pattern Recognition, PR-D-26-12736 R...
The apparent wind of a sailing craft and the aberration of starlight are taught as separate matters. What this paper shows is that at low speed they are one and the same function, and that they part only where the rule for composing velocities changes. No new theorem or law is claimed. Scope of this paper (scope note):...
Second public release. v0.1.0 wrote eight facts, one trigger each. This one writes a small world: one hundred facts about an invented character (Quail), learned from sentences that use them, and recalled by the real llama.cpp engine on sentences it never saw. What changed since v0.1.0 Usage-corpus descent. The variable...
We report a narrow, strongly-verified result: a governed semantic engine that discovers a missing internal control in a family of business processes by cross-process analogy — reproducibly, with a machine-checked repair, and without a single model call. The engine, SEMPL, represents each process as a small list of type...
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. An agent that stores what happens to it must decide what is worth storing and, later, what is worth reading back. The most-copied mechanism for the first decision is a scalar written at storage time: a language model is shown a record and asked how important it is....
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. An agent that stores what happens to it must decide what is worth storing and, later, what is worth reading back. The most-copied mechanism for the first decision is a scalar written at storage time: a language model is shown a record and asked how important it is....
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