Net-GPT/CITATION.cff at main · OdatSec/Net-GPT · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
cff-version: 1.2.0
title: >-
  Net-GPT: A LLM-Empowered Man-in-the-Middle Chatbot for
  Unmanned Aerial Vehicle
message: >-
  If you use this software or reference the research, please cite
  it using the metadata from this file.
type: software
authors:
  - given-names: Brett
    family-names: Piggott
    affiliation: Oakland University
  - given-names: Siddhant
    family-names: Patil
    affiliation: University of Wisconsin–Madison
  - given-names: Guohuan
    family-names: Feng
    affiliation: Oakland University
  - given-names: Ibrahim
    family-names: Odat
    affiliation: Oakland University
    orcid: ''
  - given-names: Rajdeep
    family-names: Mukherjee
    affiliation: Oakland University
  - given-names: Balakrishnan
    family-names: Dharmalingam
    affiliation: Oakland University
  - given-names: Anyi
    family-names: Liu
    affiliation: Oakland University
identifiers:
  - type: doi
    value: '10.1145/3583740.3626809'
    description: ACM Digital Library
repository-code: 'https://github.com/OdatSec/Net-GPT'
abstract: >-
  Net-GPT is an LLM-empowered offensive chatbot that understands
  network protocols and launches UAV-based Man-in-the-Middle
  (MITM) attacks. Fine-tuned via QLoRA on real network traffic,
  Net-GPT generates mimicked TCP packets with up to 95.3%
  per-field accuracy using Llama-2-13B. Smaller models
  (Distil-GPT-2, 82M params) achieve 77.9% of full-model
  capability while being 47× faster, enabling real-time edge
  deployment for adversarial operations.
keywords:
  - Man-in-the-Middle
  - Large Language Model
  - UAV Security
  - Network Protocol
  - Edge Computing
  - QLoRA Fine-Tuning
  - Cyber-Physical Systems
license: MIT
preferred-citation:
  type: conference-paper
  title: >-
    Net-GPT: A LLM-Empowered Man-in-the-Middle Chatbot for
    Unmanned Aerial Vehicle
  authors:
    - given-names: Brett
      family-names: Piggott
    - given-names: Siddhant
      family-names: Patil
    - given-names: Guohuan
      family-names: Feng
    - given-names: Ibrahim
      family-names: Odat
    - given-names: Rajdeep
      family-names: Mukherjee
    - given-names: Balakrishnan
      family-names: Dharmalingam
    - given-names: Anyi
      family-names: Liu
  collection-title: >-
    Proceedings of the 2023 IEEE/ACM Symposium on Edge Computing (SEC)
  year: 2023
  start: 287
  end: 293
  publisher:
    name: ACM
  conference:
    name: >-
      IEEE/ACM Symposium on Edge Computing (SEC 2023)
    city: Wilmington
    region: DE
    country: US
    date-start: '2023-12-06'
    date-end: '2023-12-09'
  doi: '10.1145/3583740.3626809'
  isbn: '979-8-4007-0123-8'