publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. arXiv
    KoALA.png
    KoALA: KL-L0 Adversarial Detector via Label Agreement
    Siqi Li and Yasser Shoukry
    arXiv preprint arXiv:2510.12752, 2025
    Under review at ICLR 2026
    TL;DR: A provably-guaranteed adversarial detector combining KL divergence with L0-based similarity — flags inputs when two heads predict different labels.
    PDF

2024

  1. EMNLP
    RnD.png
    Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach
    Siqi Li, Danni Liu, and Jan Niehues
    In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
    TL;DR: Cross-modal retrieval enables speech translation models to look up rare words during inference, improving tail vocabulary accuracy by 17.6%.
    DOI PDF

2020

  1. CVCI
    CVCI.png
    The Data Protection of Intelligent Connected Vehicles Cloud Control Framework Using Fully Homomorphic Encryption
    Yan Cui, Siqi Li, Yue Wang, and 1 more author
    In 2020 4th CAA International Conference on Vehicular Control and Intelligence (CVCI), 2020
    Equal contribution
    TL;DR: Privacy-preserving cloud control for intelligent vehicles using fully homomorphic encryption.
    DOI