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arxiv: 2605.17703 · v1 · pith:BM24ZGHEnew · submitted 2026-05-17 · 💻 cs.CR · cs.HC

LITE-SOC: Lightweight Security Operations Center Simulator for Cybersecurity Education

Martin Higgins , Shawn Thompson , Cherry Mangla This is my paper

Pith reviewed 2026-05-19 22:40 UTC · model grok-4.3

classification 💻 cs.CR cs.HC
keywords cybersecurity educationSOC simulatoralert triagesynthetic eventsweb-based traininginstructor-led exercisescollaborative investigation
0
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The pith

A lightweight web-based simulator lets students practice SOC alert triage, prioritization, and communication in regular classrooms.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

This paper presents LITE-SOC as a tool to bring security operations center training into the classroom. It creates streams of synthetic events that students can investigate using visualization and chat features. The platform separates student and instructor interfaces so teachers can control the pace and add incidents. This approach aims to teach key skills like prioritization and communication that are hard to practice without expensive setups. If successful, it opens SOC education to more institutions and students.

Core claim

LITE-SOC generates continuous streams of synthetic SOC events and provides visualization tools, event annotation, and region-based chat in separate student and instructor views. Instructors control pacing and inject targeted incidents to guide scenarios. The platform enables collaborative investigation of alerts to practice real-time triage, prioritization, and decision-making in a guided classroom exercise without requiring a full operational SOC environment.

What carries the argument

The LITE-SOC web platform, which simulates SOC workflows through synthetic event generation, visualization, annotation, and chat features under instructor control.

If this is right

  • Students gain experience separating genuine threats from false positives through simulated alerts.
  • Instructors can adjust the exercise by injecting incidents to focus on specific learning points.
  • Collaborative chat and annotation tools help students communicate decisions under time pressure.
  • The simulator reduces barriers for institutions lacking access to cyber ranges or enterprise security infrastructure.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • If the simulator proves effective, it could be adapted for remote or self-paced learning scenarios.
  • Performance data from the platform might support standardized assessment of triage skills across different courses.
  • Similar lightweight simulators could apply to other high-pressure decision domains such as medical or emergency response training.

Load-bearing premise

Synthetic event streams and the platform's visualization, annotation, and chat features are sufficiently realistic to develop transferable triage and communication skills in students.

What would settle it

A controlled comparison measuring triage accuracy and decision quality on live alerts between students trained with LITE-SOC and students trained in a full operational SOC environment.

Figures

Figures reproduced from arXiv: 2605.17703 by Cherry Mangla, Martin Higgins, Shawn Thompson.

Figure 1
Figure 1. Figure 1: Student dashboard overview. The interface provides a real-time summary of total events, false positives, and genuine alerts, alongside visual breakdowns [PITH_FULL_IMAGE:figures/full_fig_p004_1.png] view at source ↗
Figure 2
Figure 2. Figure 2: Teacher dashboard overview. In addition to event summaries and visualizations, instructors have administrative controls to start or stop event generation, [PITH_FULL_IMAGE:figures/full_fig_p004_2.png] view at source ↗
Figure 3
Figure 3. Figure 3: Teacher dashboard event detail pane. Instructors can view full event [PITH_FULL_IMAGE:figures/full_fig_p005_3.png] view at source ↗
read the original abstract

This innovative practice WIP paper describes \emph{LITE-SOC}, a lightweight web-based Security Operations Center (SOC) simulator designed for instructor-led cybersecurity education. SOC analysts must triage large volumes of alerts, separate genuine threats from false positives, and communicate decisions under time pressure. Recreating this environment in the classroom is difficult and often impractical for institutions without access to cyber ranges or enterprise security infrastructure. LITE-SOC was developed to provide a simpler alternative. The platform generates continuous streams of synthetic SOC events and offers separate student and instructor views with visualization tools, event annotation, and region-based chat. Instructors control the pacing of the exercise and can inject targeted incidents to guide the scenario. The goal is to give students a practical introduction to SOC workflows such as triage, prioritization, and decision-making without requiring a full operational SOC environment. The platform is intended for use in guided classroom exercises where students collaboratively investigate alerts and practice real-time triage and communication.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

0 major / 2 minor

Summary. The manuscript describes LITE-SOC, a lightweight web-based Security Operations Center simulator for instructor-led cybersecurity education. The platform generates continuous streams of synthetic SOC events and provides separate student and instructor views featuring visualization tools, event annotation, and region-based chat. Instructors can control exercise pacing and inject targeted incidents, with the stated goal of enabling practical classroom exercises on alert triage, prioritization, and decision-making without requiring access to full operational SOC environments or cyber ranges.

Significance. If the described features function as intended, LITE-SOC could meaningfully expand access to hands-on SOC training for institutions lacking enterprise infrastructure or dedicated cyber ranges. The work-in-progress framing appropriately limits the contribution to design description and intended pedagogical use rather than measured learning outcomes, which aligns with the scope of an innovative practice paper.

minor comments (2)
  1. Abstract: the phrase 'region-based chat' is introduced without further elaboration; a brief definition or example of how regions support collaborative triage would improve clarity for readers unfamiliar with the interface.
  2. The manuscript would benefit from a short dedicated subsection (e.g., under Design) describing the synthetic event generation process at a high level, including any configurable parameters, to support reproducibility and instructor customization.

Simulated Author's Rebuttal

0 responses · 0 unresolved

We thank the referee for their positive summary and significance assessment of LITE-SOC, as well as the recommendation for minor revision. The recognition that the work-in-progress framing appropriately limits claims to design description and pedagogical intent is appreciated. No major comments were raised in the report.

Circularity Check

0 steps flagged

No significant circularity detected

full rationale

The paper is a descriptive WIP account of a classroom software tool with no equations, derivations, fitted parameters, or load-bearing self-citations. Its central claim is simply the design intent and features of LITE-SOC for introducing SOC workflows via synthetic events and visualization tools, presented as a built artifact without any internal reduction of outputs to inputs by construction or citation chains.

Axiom & Free-Parameter Ledger

0 free parameters · 0 axioms · 0 invented entities

The central claim rests on the untested premise that synthetic alerts plus the described interface features will produce educationally useful outcomes; no free parameters, formal axioms, or new invented entities are introduced in the abstract.

pith-pipeline@v0.9.0 · 5690 in / 1063 out tokens · 28439 ms · 2026-05-19T22:40:02.340113+00:00 · methodology

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Lean theorems connected to this paper

Citations machine-checked in the Pith Canon. Every link opens the source theorem in the public Lean library.

What do these tags mean?
matches
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supports
The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
extends
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uses
The paper appears to rely on the theorem as machinery.
contradicts
The paper's claim conflicts with a theorem or certificate in the canon.
unclear
Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.

Reference graph

Works this paper leans on

13 extracted references · 13 canonical work pages

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