MLSP-P10: Robustness and Security in Large Language Models I
Poster
Tue, 5 May, 16:30 - 18:30
Location: Poster Area 5
Session Type: Poster
Track: Machine Learning for Signal Processing [ML]
Click the to view the manuscript on IEEE Xplore Open Preview

MLSP-P10.1: ADVERSARIAL PROMPT DISTILLATION FOR VISION-LANGUAGE MODELS
Lin Luo, Xin Wang, Fudan University, China; Bojia Zi, Chinese University of Hong Kong, China; Shihao Zhao, University of Hong Kong, China; Xingjun Ma, Fudan University, China

MLSP-P10.2: STAGE-WISE ROBUST DISTILLATION FOR SPIKING NEURAL NETWORK TRAINING
Sijun Shen, Communication University of China, China; Jiahong Zhang, Institute of Automation, Chinese Academy of Sciences, China; Zifan Chen, Xuechen Xia, Yongyi Hu, Wenlong Fu, Communication University of China, China

MLSP-P10.3: PERTURB TO PROTECT: LEVERAGING TEST-TIME DEFENSIVE PERTURBATIONS AGAINST ADVERSARIAL ATTACKS
Huimin Guo, Bin Chen, Gaofeng Pan, Bosheng Chen, Yue Huang, Xinghao Ding, Xiamen University, China

MLSP-P10.4: MODEL EQUALITY TESTING OF BLACK-BOX LLM APIS VIA PREFIX TREE STATISTICS
Kaiyuan Shi, Fangqi Li, Zhuomeng Zhang, Shilin Wang, Shanghai Jiao Tong University, China

MLSP-P10.5: Disabling Reasoning: Backdoor Construction in Large Reasoning Models via Knowledge Editing
Junchi Chen, Yuxiao Xiang, Qi Chu, Tao Gong, Changtao Miao, Nenghai Yu, University of Science and Technology of China, China

MLSP-P10.6: ROBUST SENTIMENT ANALYSIS VIA IMPORTANCE-GUIDED AUGMENTATION AND CONSISTENCY REGULARIZATION
Zhengjue Huang, Tiecheng Cai, Dongsheng Hong, Fuzhou University, China; Chao Chen, Harbin Institute of Technology (Shenzhen), China; Xiangwen Liao, Fuzhou University, China

MLSP-P10.7: ADAPTIVE SPATIAL GOODNESS ENCODING: SCALING THE FORWARD-FORWARD ALGORITHM FOR CONVOLUTIONAL NEURAL NETWORKS
Qingchun Gong, Robert Bogdan Staszewski, University College Dublin, Ireland; Kai Xu, King’s College London, United Kingdom of Great Britain and Northern Ireland

MLSP-P10.8: DEPTHFUSION: DEPTH-GUIDED INFRARED AND VISIBLE IMAGE FUSION FOR ENHANCED DOWNSTREAM TASKS
Maoyu Wang, Haiyu Song, Wei Li, Jiawei Feng, Mingyu Ge, Jiayu Wang, Dalian Minzu University, China

MLSP-P10.9: Position-Aware Self-supervised Representation Learning for Cross-mode Radar Signal Recognition
Hongyang Zhang, The Chinese University of Hong Kong, Shenzhen, China; Haitao Zhang, Yinhao Liu, Kunjie Lin, Yue Huang, Xinghao Ding, Xiamen University, China

MLSP-P10.10: SPAN PRUNING AND SYNTACTIC AWARENESS FOR ASPECT SENTIMENT TRIPLET EXTRACTION
Bo Cui, Weijian Wang, Shikun Liu, Inner Mongolia University, China