AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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19,710 papers
SciGame, a controlled benchmark that converts scientific literature into structured scientific cards, is introduced, a controlled benchmark that evaluates agents in candidate-guided Identification and open-ended Discovery settings.
HRF-Res, a liquid state machine in which LIF neurons are replaced by a heterogeneous population of Harmonic Resonate-and-Fire neurons, achieves state-of-the-art accuracy among spiking reservoir methods and demonstrates that introducing frequency-selective dynamics into spiking reservoirs improves representational quali...
FilingLoop connects the concerns an agent discovers with the company facts it obtains and the revisions it commits, providing requirement-level feedback for procedures used in later review tasks, and couples iterative review and revision within each case with procedural learning across cases.
The results suggest that the mixed evidence in prior work may partly stem from individual-level evaluation, and that the value of socio-demographic information depends on both how it is evaluated and how models are guided to use it.
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Verification Learning Theory formalises this possibility for claim-evaluation practice followed by correct, independent, rule-specific feedback and links perceived assistant reliability to evidence checking and links the history of those checks to retained rule use.
The findings show that recognition performance alone cannot characterize relational structure: food similarity depends on representation, modality, and abstraction level rather than being a fixed property of the food collection.
This work introduces Seq@K, a natural evaluation protocol that measures whether a model can solve a problem within K sequential attempts, provided feedback after each previous failure, and establishes how Seq@K offers a more faithful metric for intelligent systems that typically operate in such feedback loop, and the n...
LibStructBench is introduced, a document-grounded benchmark for reconstructing sequencing-library structures and molecular workflows and shows that frontier agents often produce approximately correct reconstructions but remain unreliable at exact reconstruction, particularly in molecular-state representation and workfl...
Partner--Outsider Positive Listening (PoPLi) is the difference between the two agents in how much their action changes when the message is reworded with its meaning kept, and it is computed after the fact by replaying logged prompts.
This is the first study in smart contract synthesis to gather missing requirements before generation and check the result against an independently written executable model, and proposes an elicitation-first architecture.
This work accounts for what ontology-derived checks catch and what they wrongly flag, and shows how each source trades caught errors against false alarms, how a curated schema used as published can contradict its own data, which errors structural checks miss, and whether combining sources or giving the agent the checke...
This work presents WebAnything, a fully automated framework that reconstructs source-grounded, reusable Web environments from real URLs without per-site manual implementation or repair after initial setup and authorization.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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