MLSP-P51.12

CFA: Lightweight Defense against Membership Inference Attacks through Class-wise Feature Aggregation

Ao Dong, Zhihao Li, Yifei Tian, Xiaobai Chen, Jieming Yin, Nanjing University of Posts and Telecommunications, China

Session:
MLSP-P51: Advanced Machine Learning Methods for Signal Processing Poster

Track:
Machine Learning for Signal Processing [ML]

Location:
Poster Area 41

Presentation Time:
Thu, 7 May, 09:00 - 11:00

Presentation
Discussion
Resources
No resources available.
Session MLSP-P51
MLSP-P51.1: LOFEMECHO: RESOURCE-EFFICIENT AND SCALABLE ECHOCARDIOGRAPHIC CARDIAC FUNCTION ASSESSMENT
Guihan Xie, Shuheng Chen, Zemin Cai, Shantou University, China
MLSP-P51.2: CAUSAL DEBIASING AND FEATURE FUSION FOR OPEN SET DOMAIN ADAPTATION
Yifan Lan, South China Normal University, China; Fu Li, Wuxi University, China; Yuwu Lu, South China Normal University, China; Ming Zhao, Wuxi University, China; Chen Jin, Harbin Institute of Technology, China
MLSP-P51.3: CASP: CONFIDENCE-AWARE STRUCTURAL PRESERVATION FOR CONTINUAL TEST-TIME ADAPTATION OBJECT DETECTION
Yao Xia, Liuyu Xiang, Dehua Ma, Zhenbo Xu, Huijia Wu, Zhaofeng He, Beijing University of Posts and Telecommunications, China
MLSP-P51.4: F-LBQ: FINE-GRAINED LOW BIT QUANTIZATION FOR EFFICIENT AND ACCURATE OBJECT DETECTION
Kaixin Xu, Agency for Science, Technology and Research (A∗STAR), Singapore; Runtao Huang, Nanyang Technological University (NTU), Singapore; Chao Jin, Zhe Wang, Agency for Science, Technology and Research (A∗STAR), Singapore; Xin Wei Chia, Home Team Science and Technology Agency, Singapore; Derek Khu, Min Wu, Agency for Science, Technology and Research (A∗STAR), Singapore; Weisi Lin, Nanyang Technological University (NTU), Singapore; Jonathan Pan, Home Team Science and Technology Agency, Singapore; Khin Mi Mi Aung, Agency for Science, Technology and Research (A∗STAR), Singapore
MLSP-P51.5: Efficient Distillation of Large Language Models using Group Relative Policy Distillation
Guoxi Xu, Alibaba Group, China; Yiwei Chen, Chinese Academy of Sciences, University of Science and Technology of China, China; Huimin Tong, Alibaba Group, China; Yijin Xu, Wenhui Li, Independent researcher, China
MLSP-P51.6: WARM: WEIGHT ALIGNMENT AND REMAPPING FOR EFFECTIVE NEURAL NETWORK REINITIALIZATION
Hao Gong, Ying Liu, School of Computer Science and Technology, University of Chinese Academy of Sciences, China
MLSP-P51.7: PRG: Prompt-Based Distillation Without Annotation via Proxy Relational Graph
Yijin Xu, Hualiang Wei, Wenhui Li, Jilin University, China
MLSP-P51.8: THE IMPACT OF ABSTRACT AND OBJECT TAGS ON IMAGE PRIVACY CLASSIFICATION
Darya Baranouskaya, Andrea Cavallaro, Idiap Research Institute; EPFL, École Polytechnique Fédérale de Lausanne, Switzerland
MLSP-P51.9: Adaptive Graph Coarsening for Efficient GNN Training
Rostyslav Olshevskyi, Madeline Navarro, Santiago Segarra, Rice University, United States of America
MLSP-P51.10: Continual Learning with CLIP Text-Prototype and an Orthogonal Pre-Expanded Classification Head
Tong Yu, School of Computer Science and Engineering, China; Kanghao Chen, AI Thrust, Information Hub, China; Jiantao Tan, Wentao Zhang, School of Computer Science and Engineering, China; Xiaobin Chang, School of Artificial Intelligence, China; Lvzhou Li, Dexia Chen, Ruixuan Wang, School of Computer Science and Engineering, China
MLSP-P51.11: BEYOND MAPPING : DOMAIN-INVARIANT REPRESENTATIONS VIA SPECTRAL EMBEDDING OF OPTIMAL TRANSPORT PLANS
Abdel Djalil Sad Saoud, Fred Maurice Ngolè Mboula, Hanane Slimani, Université Paris Saclay, CEA, List, France
MLSP-P51.12: CFA: Lightweight Defense against Membership Inference Attacks through Class-wise Feature Aggregation
Ao Dong, Zhihao Li, Yifei Tian, Xiaobai Chen, Jieming Yin, Nanjing University of Posts and Telecommunications, China
MLSP-P51.13: Do Bias Benchmarks Generalise? Evidence from Voice-based Evaluation of Gender Bias in SpeechLLMs
Shree Harsha Bokkahalli Satish, Gustav Eje Henter, Éva Székely, KTH Royal Institute of Technology, Sweden
MLSP-P51.14: HELA: HYPER-EFFICIENT LIGHTWEIGHT ARCHITECTURE FOR IMAGE FINE-TUNING
Xuan Cai, Renjie Pan, Hua Yang, Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University, China
MLSP-P51.15: FAST-SLOW LORA: ACHIEVING EFFICIENT CONTINUAL LEARNING VIA FAST-SLOW LEARNING AND REDUNDANCY PRUNING
Chenrui Xiong, Lin Zhang, Zhao Kang, University of Electronic Science and Technology of China, China
MLSP-P51.16: CONCEPTDEBIAS: INTERPRETABLE BIAS MITIGATION VIA CONCEPT DECOMPOSITION IN DEEP NEURAL NETWORKS
zhiyu Wang, Sihan Xu, Xiangrui Cai, Nankai University, China
Contacts