Sep 2026· Zenodo (CERN European Organization for Nuclear Research)
Abstract
Code and result files behind a manuscript under anonymous review on signalcontrol for lane-free mixed traffic seen by a roadside camera. The archive contains a lane-free heterogeneous microscopic simulator with ajunction box, a pedestrian phase and a height-aware roadside camera thatpairs every camera frame with the true state; the classical controllers(fixed-time, Webster, actuated, longest-queue-first, max-pressure,longest-wait-first), a deep Q-network, and a four-setting phase-selectionrule whose setting a reinforcement learning agent picks per decision; anaction mask that bounds how long a vehicle stands at a red stop line for anypolicy behind it; a bridge that runs the same controllers in Eclipse SUMO;the evaluation harness, the paired statistics and the job list naming thecommand behind every result file; the test suite, including the tests thathold the proof's assumptions; and every result file the manuscript reports,as CSV and Markdown, one row per controller, training run and seed. A single script regenerates every table, figure and quoted number in themanuscript from those result files, and stops with an error if the textquotes a number the results do not define. The archive does not redistribute the Hangzhou flow files, for which thesource states no licence; a downloader fetches them, and the tables rebuildwithout them. The New Delhi demand profile is derived from a CC BY 4.0dataset and keeps its attribution. The code is MIT licensed. The result files are CC BY 4.0. Third-partydatasets keep their own terms.
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
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This state-of-practice investigation was performed using a literature review followed by a multiple-case study approach and presents how inconsistency between managerial strategies and execution can lead to failure by means of a behavioral framework.
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This study conducts a case survey study based on the secondary data of the major pivots happened in 49 software startups, and demonstrates that customer need pivot is the most common among all pivot types.
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It is found that roles of MVPs in startups were not fully aware by entrepreneurs, and entrepreneurs should consider a systematic approach to fully explore the value of MVP, as a multiple facet product (MFP).
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A comprehensive overview of how enhanced sampling methods are reshaping the field, with a particular focus on the data-driven construction of collective variables, is provided.
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