---
_id: '6073'
author:
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Muhammad
  full_name: Awais, Muhammad
  last_name: Awais
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/188568216
- first_name: Hassan Ghasemzadeh
  full_name: Mohammadi, Hassan Ghasemzadeh
  last_name: Mohammadi
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/188568217
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
citation:
  alphadin: '<span style="font-variant:small-caps;">Jalil, Farjana</span> ; <span
    style="font-variant:small-caps;">Awais, Muhammad</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Mohammadi, Hassan Ghasemzadeh</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span> ; <span style="font-variant:small-caps;">Platzner,
    Marco</span>: Deep&#38;Wide: Achieving Area Efficiency in Scalable Approximate
    Accelerators. In: <span style="font-variant:small-caps;">Institute of Electrical
    and Electronics Engineers (IEEE)</span> (Hrsg.): <i>2025 55th Annual IEEE/IFIP
    International Conference on Dependable Systems and Networks Workshops (DSN-W)</i> :
    IEEE, 2025, S. 115–118'
  ama: 'Jalil F, Awais M, Ahmed QA, Mohammadi HG, Jungeblut T, Platzner M. Deep&#38;Wide:
    Achieving Area Efficiency in Scalable Approximate Accelerators. In: Institute
    of Electrical and Electronics Engineers (IEEE), ed. <i>2025 55th Annual IEEE/IFIP
    International Conference on Dependable Systems and Networks Workshops (DSN-W)</i>.
    IEEE; 2025:115-118. doi:<a href="https://doi.org/10.1109/DSN-W65791.2025.00048">10.1109/DSN-W65791.2025.00048</a>'
  apa: 'Jalil, F., Awais, M., Ahmed, Q. A., Mohammadi, H. G., Jungeblut, T., &#38;
    Platzner, M. (2025). Deep&#38;Wide: Achieving Area Efficiency in Scalable Approximate
    Accelerators. In Institute of Electrical and Electronics Engineers (IEEE) (Ed.),
    <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and
    Networks Workshops (DSN-W)</i> (pp. 115–118). Naples, Italy : IEEE. <a href="https://doi.org/10.1109/DSN-W65791.2025.00048">https://doi.org/10.1109/DSN-W65791.2025.00048</a>'
  bibtex: '@inproceedings{Jalil_Awais_Ahmed_Mohammadi_Jungeblut_Platzner_2025, title={Deep&#38;Wide:
    Achieving Area Efficiency in Scalable Approximate Accelerators}, DOI={<a href="https://doi.org/10.1109/DSN-W65791.2025.00048">10.1109/DSN-W65791.2025.00048</a>},
    booktitle={2025 55th Annual IEEE/IFIP International Conference on Dependable Systems
    and Networks Workshops (DSN-W)}, publisher={IEEE}, author={Jalil, Farjana and
    Awais, Muhammad and Ahmed, Qazi Arbab and Mohammadi, Hassan Ghasemzadeh and Jungeblut,
    Thorsten and Platzner, Marco}, editor={Institute of Electrical and Electronics
    Engineers (IEEE)Editor}, year={2025}, pages={115–118} }'
  chicago: 'Jalil, Farjana, Muhammad Awais, Qazi Arbab Ahmed, Hassan Ghasemzadeh Mohammadi,
    Thorsten Jungeblut, and Marco Platzner. “Deep&#38;Wide: Achieving Area Efficiency
    in Scalable Approximate Accelerators.” In <i>2025 55th Annual IEEE/IFIP International
    Conference on Dependable Systems and Networks Workshops (DSN-W)</i>, edited by
    Institute of Electrical and Electronics Engineers (IEEE), 115–18. IEEE, 2025.
    <a href="https://doi.org/10.1109/DSN-W65791.2025.00048">https://doi.org/10.1109/DSN-W65791.2025.00048</a>.'
  ieee: 'F. Jalil, M. Awais, Q. A. Ahmed, H. G. Mohammadi, T. Jungeblut, and M. Platzner,
    “Deep&#38;Wide: Achieving Area Efficiency in Scalable Approximate Accelerators,”
    in <i>2025 55th Annual IEEE/IFIP International Conference on Dependable Systems
    and Networks Workshops (DSN-W)</i>, Naples, Italy , 2025, pp. 115–118.'
  mla: 'Jalil, Farjana, et al. “Deep&#38;Wide: Achieving Area Efficiency in Scalable
    Approximate Accelerators.” <i>2025 55th Annual IEEE/IFIP International Conference
    on Dependable Systems and Networks Workshops (DSN-W)</i>, edited by Institute
    of Electrical and Electronics Engineers (IEEE), IEEE, 2025, pp. 115–18, doi:<a
    href="https://doi.org/10.1109/DSN-W65791.2025.00048">10.1109/DSN-W65791.2025.00048</a>.'
  short: 'F. Jalil, M. Awais, Q.A. Ahmed, H.G. Mohammadi, T. Jungeblut, M. Platzner,
    in: Institute of Electrical and Electronics Engineers (IEEE) (Ed.), 2025 55th
    Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops
    (DSN-W), IEEE, 2025, pp. 115–118.'
conference:
  end_date: 2025-06-26
  location: 'Naples, Italy '
  name: 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks
    Workshops (DSN-W)
  start_date: 2025-06-23
corporate_editor:
- Institute of Electrical and Electronics Engineers (IEEE)
date_created: 2025-07-24T11:31:57Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
doi: 10.1109/DSN-W65791.2025.00048
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 115-118
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems
  and Networks Workshops (DSN-W)
publication_identifier:
  eisbn:
  - 979-8-3315-1205-7
publication_status: published
publisher: IEEE
status: public
title: 'Deep&Wide: Achieving Area Efficiency in Scalable Approximate Accelerators'
type: conference
user_id: '257333'
year: '2025'
...
---
_id: '6077'
author:
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
citation:
  alphadin: '<span style="font-variant:small-caps;">Leuering, Julien</span> ; <span
    style="font-variant:small-caps;">Jalil, Farjana</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: Cognitive
    Edge Computing for Multi-Sensor Applications with Sparse Data and High Latency
    Requirements. In: . Bielefeld : Institute for Data Science Solutions'
  ama: 'Leuering J, Jalil F, Ahmed QA, Schenck W, Jungeblut T. Cognitive Edge Computing
    for Multi-Sensor Applications with Sparse Data and High Latency Requirements.
    In: Bielefeld: Institute for Data Science Solutions.'
  apa: 'Leuering, J., Jalil, F., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (n.d.).
    Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data and High
    Latency Requirements. Presented at the KI und ihre Anwendungen – Aktuelle Forschungsarbeiten
    des wissenschaftlichen Nachwuchses, Bielefeld: Institute for Data Science Solutions.'
  bibtex: '@inproceedings{Leuering_Jalil_Ahmed_Schenck_Jungeblut, place={Bielefeld},
    title={Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data
    and High Latency Requirements}, publisher={Institute for Data Science Solutions},
    author={Leuering, Julien and Jalil, Farjana and Ahmed, Qazi Arbab and Schenck,
    Wolfram and Jungeblut, Thorsten} }'
  chicago: 'Leuering, Julien, Farjana Jalil, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “Cognitive Edge Computing for Multi-Sensor Applications with
    Sparse Data and High Latency Requirements.” Bielefeld: Institute for Data Science
    Solutions, n.d.'
  ieee: J. Leuering, F. Jalil, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “Cognitive
    Edge Computing for Multi-Sensor Applications with Sparse Data and High Latency
    Requirements,” presented at the KI und ihre Anwendungen – Aktuelle Forschungsarbeiten
    des wissenschaftlichen Nachwuchses, Bielefeld.
  mla: Leuering, Julien, et al. <i>Cognitive Edge Computing for Multi-Sensor Applications
    with Sparse Data and High Latency Requirements</i>. Institute for Data Science
    Solutions.
  short: 'J. Leuering, F. Jalil, Q.A. Ahmed, W. Schenck, T. Jungeblut, in: Institute
    for Data Science Solutions, Bielefeld, n.d.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-24T17:02:56Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication_status: accepted
publisher: Institute for Data Science Solutions
status: public
title: Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data and
  High Latency Requirements
type: conference_abstract
user_id: '242294'
year: '2025'
...
---
_id: '6080'
author:
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7101-378X/work/198206660
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/188693619
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/188693620
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/188693621
citation:
  alphadin: '<span style="font-variant:small-caps;">Jalil, Farjana</span> ; <span
    style="font-variant:small-caps;">Leuering, Julien</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: NNXC: Neural
    Network Meets Approximate Computing. In: . Bielefeld :  Institute for Data Science
    Solutions, 2025'
  ama: 'Jalil F, Leuering J, Ahmed QA, Schenck W, Jungeblut T. NNXC: Neural Network
    Meets Approximate Computing. In: Bielefeld:  Institute for Data Science Solutions;
    2025.'
  apa: 'Jalil, F., Leuering, J., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (2025).
    NNXC: Neural Network Meets Approximate Computing. Presented at the KI und ihre
    Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen Nachwuchses,
    Bielefeld:  Institute for Data Science Solutions.'
  bibtex: '@inproceedings{Jalil_Leuering_Ahmed_Schenck_Jungeblut_2025, place={Bielefeld},
    title={NNXC: Neural Network Meets Approximate Computing}, publisher={ Institute
    for Data Science Solutions}, author={Jalil, Farjana and Leuering, Julien and Ahmed,
    Qazi Arbab and Schenck, Wolfram and Jungeblut, Thorsten}, year={2025} }'
  chicago: 'Jalil, Farjana, Julien Leuering, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “NNXC: Neural Network Meets Approximate Computing.” Bielefeld:  Institute
    for Data Science Solutions, 2025.'
  ieee: 'F. Jalil, J. Leuering, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “NNXC:
    Neural Network Meets Approximate Computing,” presented at the KI und ihre Anwendungen
    – Aktuelle Forschungsarbeiten des wissenschaftlichen Nachwuchses, Bielefeld, 2025.'
  mla: 'Jalil, Farjana, et al. <i>NNXC: Neural Network Meets Approximate Computing</i>.  Institute
    for Data Science Solutions, 2025.'
  short: 'F. Jalil, J. Leuering, Q.A. Ahmed, W. Schenck, T. Jungeblut, in:  Institute
    for Data Science Solutions, Bielefeld, 2025.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-27T12:34:10Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publisher: ' Institute for Data Science Solutions'
status: public
title: 'NNXC: Neural Network Meets Approximate Computing'
type: conference_abstract
user_id: '257333'
year: '2025'
...
---
_id: '6081'
author:
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7101-378X/work/196708129
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/188693899
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/188693900
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/188693901
citation:
  alphadin: '<span style="font-variant:small-caps;">Jalil, Farjana</span> ; <span
    style="font-variant:small-caps;">Leuering, Julien</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: AutoDSE:
    Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for Industrial
    Applications. In: <i>Workshop on AI and its Applications</i>. Bielefeld : Institute
    for Data Science Solutions, 2025'
  ama: 'Jalil F, Leuering J, Ahmed QA, Schenck W, Jungeblut T. AutoDSE: Towards HW/AI
    Co-design of Ultra-low Latency Hardware Accelerators for Industrial Applications.
    In: <i>Workshop on AI and Its Applications</i>. Bielefeld: Institute for Data
    Science Solutions; 2025. doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>'
  apa: 'Jalil, F., Leuering, J., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (2025).
    AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for
    Industrial Applications. In <i>Workshop on AI and its Applications</i>. Bielefeld:
    Institute for Data Science Solutions. <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>'
  bibtex: '@inproceedings{Jalil_Leuering_Ahmed_Schenck_Jungeblut_2025, place={Bielefeld},
    title={AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators
    for Industrial Applications}, DOI={<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>},
    booktitle={Workshop on AI and its Applications}, publisher={Institute for Data
    Science Solutions}, author={Jalil, Farjana and Leuering, Julien and Ahmed, Qazi
    Arbab and Schenck, Wolfram and Jungeblut, Thorsten}, year={2025} }'
  chicago: 'Jalil, Farjana, Julien Leuering, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “AutoDSE: Towards HW/AI Co-Design of Ultra-Low Latency Hardware
    Accelerators for Industrial Applications.” In <i>Workshop on AI and Its Applications</i>.
    Bielefeld: Institute for Data Science Solutions, 2025. <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>.'
  ieee: 'F. Jalil, J. Leuering, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “AutoDSE:
    Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for Industrial
    Applications,” in <i>Workshop on AI and its Applications</i>, Bielefeld, 2025.'
  mla: 'Jalil, Farjana, et al. “AutoDSE: Towards HW/AI Co-Design of Ultra-Low Latency
    Hardware Accelerators for Industrial Applications.” <i>Workshop on AI and Its
    Applications</i>, Institute for Data Science Solutions, 2025, doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>.'
  short: 'F. Jalil, J. Leuering, Q.A. Ahmed, W. Schenck, T. Jungeblut, in: Workshop
    on AI and Its Applications, Institute for Data Science Solutions, Bielefeld, 2025.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-27T12:47:20Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
doi: 10.60802/sidas.2025.2
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Workshop on AI and its Applications
publisher: Institute for Data Science Solutions
status: public
title: 'AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators
  for Industrial Applications'
type: conference_abstract
user_id: '242294'
year: '2025'
...