Computer Science Adjunct Professors

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  • 2024

    Beam-search SIEVE for low-memory speech recognition

    Ciaperoni, M., Katsamanis, A., Gionis, A. & Karras, P., 2024, Interspeech 2024. International Society for Computers and Their Applications (ISCA) , p. 272-276 5 p. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
  • False Claims against Model Ownership Resolution

    Liu, J., Zhang, R., Szyller, S., Ren, K. & Asokan, N., 2024, Proceedings of the 33rd USENIX Security Symposium. USENIX -The Advanced Computing Systems Association, p. 6885-6902 18 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    1 Citation (Scopus)
  • GrOVe: Ownership Verification of Graph Neural Networks using Embeddings

    Waheed, A., Duddu, V. & Asokan, N., 2024, Proceedings - 45th IEEE Symposium on Security and Privacy, SP 2024. IEEE, p. 2460-2477 18 p. (Proceedings - IEEE Symposium on Security and Privacy).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    2 Citations (Scopus)
  • SoK : Unintended Interactions among Machine Learning Defenses and Risks

    Duddu, V., Szyller, S. & Asokan, N., 2024, Proceedings - 45th IEEE Symposium on Security and Privacy, SP 2024. IEEE, p. 2996-3014 19 p. (Proceedings - IEEE Symposium on Security and Privacy).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
  • 2023

    An Evaluation of Contextual Importance and Utility for Outcome Explanation of Black-Box Predictions for Medical Datasets

    Malhi, A. & Främling, K., 2023, Explainable Artificial Intelligence - 1st World Conference, xAI 2023, 2023, Proceedings. Longo, L. (ed.). Springer, p. 544-557 14 p. (Communications in Computer and Information Science; vol. 1901 CCIS).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

  • Conflicting Interactions among Protection Mechanisms for Machine Learning Models

    Szyller, S. & Asokan, N., 27 Jun 2023, AAAI-23 Special Tracks . Williams, B., Chen, Y. & Neville, J. (eds.). AAAI Press, p. 15179-15187 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 37, no. 12).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    3 Citations (Scopus)
  • Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility

    Främling, K., 2023, Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers. Calvaresi, D., Najjar, A., Omicini, A., Carli, R., Ciatto, G., Aydogan, R., Mualla, Y. & Främling, K. (eds.). Springer, p. 180-184 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14127 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    14 Downloads (Pure)
  • Feature Importance versus Feature Influence and What It Signifies for Explainable AI

    Främling, K., 2023, Explainable Artificial Intelligence - 1st World Conference, xAI 2023, 2023, Proceedings. Longo, L. (ed.). Springer, p. 241-259 19 p. (Communications in Computer and Information Science; vol. 1901 CCIS).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    3 Citations (Scopus)
  • FLARE: Fingerprinting Deep Reinforcement Learning Agents using Universal Adversarial Masks

    Tekgul, B. G. A. & Asokan, N., 4 Dec 2023, Proceedings - 39th Annual Computer Security Applications Conference, ACSAC 2023. ACM, p. 492-505 14 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    1 Citation (Scopus)
  • Understanding Unsupervised Learning Explanations Using Contextual Importance and Utility

    Malhi, A., Apopei, V. & Främling, K., 2023, Explainable Artificial Intelligence - 1st World Conference, xAI 2023, 2023, Proceedings. Longo, L. (ed.). Springer, p. 606-617 12 p. (Communications in Computer and Information Science; vol. 1901 CCIS).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    1 Citation (Scopus)
  • 2022

    Air Handling Unit Explainability using Contextual Importance and Utility

    Malhi, A., Madhikermi, M., Huotari, M. & Främling, K., 2022, Mobile and Ubiquitous Systems: Computing, Networking and Services: 18th EAI International Conference, MobiQuitous 2021, Virtual Event, November 8-11, 2021, Proceedings. Hara, T. & Yamaguchi, H. (eds.). 1 ed. Springer, p. 513-519 7 p. (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering; vol. 419).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    1 Citation (Scopus)
  • Contextual Importance and Utility: A Theoretical Foundation

    Främling, K., 2022, AI 2021: Advances in Artificial Intelligence - 34th Australasian Joint Conference, AI 2021, Proceedings. Long, G., Yu, X. & Wang, S. (eds.). Springer, p. 117-128 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13151 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    6 Citations (Scopus)
  • Event Classification with Imbalanced and Missing Data for an Air-Handling Unit

    Huotari, M. & Främling, K., 29 Aug 2022, 2022 IEEE 5th International Conference on Big Data and Artificial Intelligence (BDAI) . IEEE, Vol. 5. p. 82-86 5 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    78 Downloads (Pure)
  • On the Effectiveness of Dataset Watermarking

    Atli Tekgul, B. G. & Asokan, N., 18 Apr 2022, IWSPA 2022 - Proceedings of the 2022 ACM International Workshop on Security and Privacy Analytics. ACM, p. 93-99 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    4 Citations (Scopus)
  • Real-time Adversarial Perturbations against Deep Reinforcement Learning Policies: Attacks and Defenses

    Atli Tekgul, B., Wang, S., Marchal, S. & Asokan, N., 2022, Computer Security – ESORICS 2022 - 27th European Symposium on Research in Computer Security, Proceedings. Atluri, DiPietro, R., Jensen, C. & Meng, W. (eds.). Springer, Vol. 13556. p. 384-404 21 p. (Lecture Notes in Computer Science; vol. 13556).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    5 Citations (Scopus)
  • Smartphone Based Grape Leaf Disease Diagnosis and Remedial System Assisted with Explanations

    Malhi, A., Apopei, V., Madhikermi, M., Mandeep & Främling, K., 2022, Explainable and Transparent AI and Multi-Agent Systems - 4th International Workshop, EXTRAAMAS 2022, Revised Selected Papers. Calvaresi, D., Najjar, A., Winikoff, M. & Främling, K. (eds.). Springer, p. 57-71 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13283 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    2 Citations (Scopus)
  • 2021

    A Dynamic Battery State-of-Health Forecasting Model for Electric Trucks: Li-Ion Batteries Case-Study

    Huotari, M., Arora, S., Malhi, A. & Främling, K., 16 Feb 2021, Energy. Portland, USA: American Society of Mechanical Engineers, 10 p. V008T08A021. (ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE); vol. 8).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    7 Citations (Scopus)
    204 Downloads (Pure)
  • ciu.image: An R Package for Explaining Image Classification with Contextual Importance and Utility

    Främling, K., Knapic̆, S. & Malhi, A., 2021, Explainable and Transparent AI and Multi-Agent Systems - 3rd International Workshop, EXTRAAMAS 2021, Revised Selected Papers. Calvaresi, D., Najjar, A., Winikoff, M. & Främling, K. (eds.). Springer, p. 55-62 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12688 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    2 Citations (Scopus)
    127 Downloads (Pure)
  • Comparison of Contextual Importance and Utility with LIME and Shapley Values

    Främling, K., Westberg, M., Jullum, M., Madhikermi, M. & Malhi, A., 2021, Explainable and Transparent AI and Multi-Agent Systems - 3rd International Workshop, EXTRAAMAS 2021, Revised Selected Papers. Calvaresi, D., Najjar, A., Winikoff, M. & Främling, K. (eds.). Springer, p. 39-54 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12688 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    13 Citations (Scopus)
    222 Downloads (Pure)
  • Context-specific sampling method for contextual explanations

    Madhikermi, M., Malhi, A. & Främling, K., 2021, ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. European Symposium on Artificial Neural Networks (ESANN), p. 593-598 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    File
    2 Citations (Scopus)
    87 Downloads (Pure)
  • DAWN: Dynamic Adversarial Watermarking of Neural Networks

    Szyller, S., Atli, B. G., Marchal, S. & Asokan, N., 17 Oct 2021, Proceedings of the 29th ACM International Conference on Multimedia, MM 2021. ACM, p. 4417-4425 9 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    86 Citations (Scopus)
  • Diversity-Aware k-median: Clustering with Fair Center Representation

    Thejaswi, S., Ordozgoiti, B. & Gionis, A., 2021, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2021, Proceedings. Oliver, N., Pérez-Cruz, F., Kramer, S., Read, J. & Lozano, J. A. (eds.). Springer, p. 765-780 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12976 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    11 Citations (Scopus)
  • Exploring Contextual Importance and Utility in Explaining Affect Detection

    Fouladgar, N., Alirezaie, M. & Främling, K., 2021, AIxIA 2020 – Advances in Artificial Intelligence - XIXth International Conference of the Italian Association for Artificial Intelligence, Revised Selected Papers. Baldoni, M. & Bandini, S. (eds.). Springer, p. 3-18 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12414 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    3 Citations (Scopus)
  • Lux: Enabling Ephemeral Authorization for Display-Limited IoT Devices

    Blue, L., Marchal, S., Traynor, P. & Asokan, N., 18 May 2021, IoTDI 2021 - Proceedings of the 2021 International Conference on Internet-of-Things Design and Implementation. ACM, p. 15-27 13 p.

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    File
    1 Citation (Scopus)
    52 Downloads (Pure)
  • WAFFLE: Watermarking in Federated Learning

    Tekgul, B. G. A., Xia, Y., Marchal, S. & Asokan, N., 22 Nov 2021, Proceedings of 40th International Symposium on Reliable Distributed Systems, SRDS 2021. IEEE, p. 310-320 11 p. 9603498

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    Open Access
    38 Citations (Scopus)