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Weiqing Huang

7 accepted papers

2025

Denoising Trajectory Biases for Zero-Shot AI-Generated Image Detection

NeurIPS 2025poster

The rapid advancement of generative models has led to the widespread emergence of highly realistic synthetic images, making the detection of AI-generated content increasingly critical. In particular, diffusion models have recently achieved unprecedented levels of visual fidelity, further raising con…

Cited by 0SourceScholar
2025

VN-GT: Optimizing Virtual Network Deployment via Game Theory

ICASSP 2025accepted

The static and homogeneous nature of traditional networks presents a significant challenge for our defense efforts. These characteristics enable an experienced attacker to quickly determine our network topology and gather detailed information about the internal hosts through systematic scanning tech…

Cited by 0SourceScholar
2024

Manticore: An Unsupervised Intrusion Detection System Based on Contrastive Learning in 5G Networks

ICASSP 2024accepted

The increasing complexity and openness of 5G networks naturally enlarge the attack surface and introduce new vulnerabilities, thereby posing challenges to the performance of existing intrusion detection systems (IDSs). Current IDSs solely rely on statistical features, which may suffer from low accur…

Cited by 0SourceScholar
2024

SpeechForensics: Audio-Visual Speech Representation Learning for Face Forgery Detection

NeurIPS 2024poster

Detection of face forgery videos remains a formidable challenge in the field of digital forensics, especially the generalization to unseen datasets and common perturbations. In this paper, we tackle this issue by leveraging the synergy between audio and visual speech elements, embarking on a novel a…

Cited by 1SourcePDFScholar
2024

SumSurvey: An Abstractive Dataset of Scientific Survey Papers for Long Document Summarization

ACL 2024findings

With the popularity of large language models (LLMs) and their ability to handle longer input documents, there is a growing need for high-quality long document summarization datasets. Although many models already support 16k input, current lengths of summarization datasets are inadequate, and salient…

2023

Prompt Makes mask Language Models Better Adversarial Attackers

ICASSP 2023accepted

Generating high-quality synonymous perturbations is a core challenge for textual adversarial tasks. However, candidates generated from the masked language model often contain many words that are antonyms or irrelevant to the original words, which limit the perturbation space and affect the attack’s…

Cited by 0SourceScholar