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Editors: Hung-yi Lee, Tongliang Liu
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Punching Above Precision: Small Quantized Model Distillation with Learnable Regularizer
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1-16
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Activation Steering Meets Preference Optimization: Defense Against Jailbreaks in Vision Language Model
Sihao Wu, Gaojie Jin, Wei Huang, Jianhong Wang, Xiaowei Huang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:17-32
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Iterative Selection with Self-Review for Vocabulary Test Distractor Generation
Yu-Cheng Liu, An-Zi Yen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:33-48
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Multi-thresholding Good Arm Identification with Bandit Feedback
Xuanke Jiang, Sherief Hashima, Kohei Hatano, Eiji Takimoto; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:49-64
Harnessing Large Language and Vision-Language Models for Robust Out-of-Distribution Detection
Pei-Kang Lee, Jun-Cheng Chen, Ja-ling Wu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:65-80
D$^3$epth: Distilling Diffusion Models For Efficient Depth Estimation Through A Two-Stage Approach
Bo-Chih Chuang, Wei-Tung Lin, Shang-Fu Chen, Kailung Hua; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:81-96
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Target Return Optimizer for Multi-Game Decision Transformer
Kensuke Tatematsu, Akifumi Wachi; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:97-112
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AHSG: Adversarial Attack on High-level Semantics in Graph Neural Networks
Kai Yuan, Jiahao Zhang, Yidi Wang, pei Xiaobing; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:113-128
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Deviation-based multiple coefficient item mixer for heterogeneous set-to-set matching
Hirotaka Hachiya, Kajishiro Yukito; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:129-144
Relaxed Transition Kernels can Cure Underestimation in Adversarial Offline Reinforcement Learning
Ziyu Wang, Ping-Chun Hsieh, Yu-Shuen Wang, Yun-Hsuan Lien; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:145-160
Both Asymptotic and Non-Asymptotic Convergence of Quasi-Hyperbolic Momentum using Increasing Batch Size
Kento Imaizumi, Hideaki Iiduka; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:161-176
Round Attention: A Novel Round-Level Attention Mechanism to Accelerate LLM Inference
Yaohua Tang, Zhicheng Hu, Kun Cheng, Fan Mo, Qiheng Lyu, Hua Wang, Zhi Chen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:177-192
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Emergence of the Primacy Effect in Structured State-Space Models
Takashi Morita; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:193-206
Overcoming Domain Knowledge Forgetting in Continual Test-Time Adaptation via Siamese Networks
Zhihong Xu, Wenjun Shi, Dongchen Zhu, Xiaolin Zhang, Lei Wang, Jiamao Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:207-222
Multi-play Multi-armed Bandits with Shareable Arm Capacities Revisited: Settling Scarce Capacity
Hanyang LI, Hong Xie, Defu Lian; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:223-238
Faster Convergence of Riemannian Stochastic Gradient Descent with Increasing Batch Size
Kanata Oowada, Hideaki Iiduka; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:239-254
JurisGraph Insight Engine 1.0v: A Legal Question Answering System Based on Large Language Models and Knowledge Graphs
Haiguang Zhang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:255-270
Information-Based Exploration via Random Features for Reinforcement Learning
Waris Radji, Odalric-Ambrym Maillard; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:271-286
Increasing Batch Size Improves Convergence of Stochastic Gradient Descent with Momentum
Keisuke Kamo, Hideaki Iiduka; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:287-302
Beyond UDA: Examining Temporal and Frequency Representations in Time Series Transfer
Ching Chieh Tsao, Fang-Yi Su, Jung-Hsien Chiang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:303-318
Asymptotically Optimal Problem-Dependent Bandit Policies for Transfer Learning
Adrien Prevost, Timothée Mathieu, Odalric-Ambrym Maillard; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:319-334
Balancing Knowledge Updates: Toward Unified Modular Editing in LLMs
Jiahao Liu, Zijian Wang, Zhao Kuo, Dong Hu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:335-350
Jailbreak Defense in LLM via Attention Head Analysis and Selective Intervention
Masaki Arai, Toshiki Shibahara, Daiki Chiba, Mitsuaki Akiyama, Masato Uchida; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:351-366
Enhanced Blind Image Restoration with Channel Attention Transformers and Multi-Scale Attention Prompt-based Learning
Jianhua hu, K. L. Eddie Law; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:367-382
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GIIM: A Graph Information Integration Method for Chinese-Kazakh CLIR
Ping Hu, He Yang, Changle Yin, Tao Wang, Yuchao Chen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:383-398
High-Order Consistency-Guided User Identity Linkage with Large Language Model
Tianpeng Li, Xiangjun Pei, Yinghui Wang, Qiyao Peng, Wenjun Wang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:399-414
Optimizing Trajectory Matching Distillation via Parameter Difference-Driven Pruning
Xinyu Cao, He Liu, Liyuan Zhang, Zhongliang Kan; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:415-430
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Local Shuffled Skeleton Position Embedding Vision Transformer for Human Activity Recognition
Zihui Yan, Xiyu Shi, Varuna De SIlva De SIlva; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:431-446
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Data-Centric Graph Condensation via Diffusion Matching
Hengrui Zhang, Philip S. Yu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:447-462
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Graph-Attention Network with Adversarial Domain Alignment for Robust Cross-Domain Facial Expression Recognition
Razieh Ghaedi, AmirReza BabaAhmadi, Reyer Zwiggelaar, Xinqi Fan, Nashid Alam; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:463-478
FeelNet: A Lightweight Fast Fourier Transform EEG-based Emotion Recognition Network
Xueyao Wang, Xiuding Cai, Yaoyao Zhu, Yu Yao; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:479-494
Graph Mediator Networks Bridging Local and Global Semantics via Serial Message Passing
Jiangfeng Sun, SiHao He, Yanlong Lin, Zhonghong Ou, Meina Song; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:495-510
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Kairos: Redefining Event and Time Prediction with Language Modeling
Akash Gupta, Sahil Verma, Sumit Bisht, Nitika Verma, Purav Aggarwal, Venkata Phanindra Kumar Grandhi, Abhishek Persad; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:511-526
Sampling Boundary for Causal Effect Estimation
Yue Yin, Jiaoyun Yang, Ning An, Lian Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:527-542
Continual Pre-Training is (not) What You Need in Domain Adaptation
Pin-Er Chen, Da Chen Lian, Shu-Kai Hsieh, SIEH-CHUEN HUANG, Hsuan-Lei Shao, Jun Wei Chiu, Yang-Hsien Lin, Zih-Ching Chen, Cheng-Kuang Lee, Eddie Tzungchi Huang, Simon See; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:543-557
POIL:Preference Optimization for Imitation Learning
Kuanyen Liu, Renjyun Huang, Chang Chih Meng, I-Chen Wu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:558-573
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Outcome-Based Semifactuals for Reinforcement Learning
Yanzhe Bekkemoen, Helge Langseth; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:574-589
MKD: Multi-Knowledge Distillation for Real-Time Object Detection on Edge Devices
Yanjun Xu, Chunqi Tian, Xuhui Xia, Yaoru Sun; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:590-605
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Boundary-Aware Refinement with Environment-Robust Adapter Tuning for Underwater Instance Segmentation
Pin-Chi Pan, Soo-Chang Pei; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:606-621
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
Kieu Dang, Phung Lai, Hai Phan, yelong shen, Ruoming Jin, Abdallah Khreishah; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:622-637
TLSD: Breaking the Limit of Topological Lane Mapping with Graph Knowledge and Distance Awareness
Anh Nguyen Trong, Gia-Bao Phan, Minh Tri Huynh, Duc Dung Nguyen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:638-653
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Data-dependent Algorithmic Robustness Analysis of Pairwise Learning
Donglai WU, Runqiu Wu, Yunwen Lei; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:654-669
TAEGAN: Revisit GANs for Tabular Data Generation
Jiayu Li, Zilong Zhao, Kevin Yee, Uzair Javaid, Biplab Sikdar; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:670-685
ReSa2: A Two-Stage Retrieval-Sampling Algorithm for Negative Sampling in Dense Retrieval
Muyang Li, Zihan Wang, Sijia Chen, Yijun Chen, Jiayu Li, Yiming Qiao, Xinyi Li, Bo Ji; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:686-701
Reduced-rank Factorized Fourier Neural Operator
Chieh-An Chou, Lu-Hung Chen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:702-717
Policy Iteration for Two-Player General-Sum Stochastic Stackelberg Games
Mikoto Kudo, Youhei Akimoto; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:718-733
Domain Adaptation with Hybrid Modeling for Learning Dynamical Systems
Akira Osaka, Naoya Takeishi, Takehisa Yairi; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:734-749
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Mega-CE$^2$ : A Multimodal Heterogeneous Aggregation Framework for End-Edge-Cloud Computing
Zinuo Cheng, Haodi Wang, Rongfang Bie; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:750-765
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RSTSIC: Reparameterized Swin Transformer Stereo Image Compression
Yuxuan Zhao, Junwei Zhou, Jiaxin Li, Cheng Tan, Jianwen Xiang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:766-781
Dual-Module Collaborative LoRA for Effective Large Language Model Fine-Tuning
Lecheng Cao, Junhao Zhang, Xiaohan Zhang, Huaxiong Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:782-797
Dual Color Space Underwater Image Enhancement Network
Jiaying He, K. L. Eddie Law; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:798-813
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On the Privacy-preserving Generalized Eigenvalue Problem
Wei-Hong Chen, YU-FENG HUANG, Chen Yu Lee, Hung Yi Chen, Shi-Chun Tsai; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:814-829
The Great Contradiction Showdown: How Jailbreak and Stealth Wrestle in Vision-Language Models?
Ching-Chia Kao, Chia-Mu Yu, Chun-Shien Lu, Chu-Song Chen; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:830-845
CrossPyEval: Enhancing LLM-based Evaluation of Low-Resource Code via Code Translation
Weijie Wu, Ling-I Wu, Guoqiang Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:846-861
Kernel-Based Enhanced Oversampling Method for Imbalanced Classification
Li Wenjie, Hanlin WANG, Sibo Zhu, Zhijian Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:862-877
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Explainable Dynamic Graph Neural Networks for Predictive Maintenance in Vehicle Chassis Systems
Wu You, Junwei SU, Sirui ZHANG, Zhijian Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:878-893
SparseSegNet: A Boundary-Aware Lightweight Segmentation Architecture for Skin Lesions
Soma Dasgupta, Swarnava Dey, Arijit Mukherjee, Arpan Pal; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:894-909
HIPPD: Brain-Inspired Hierarchical Information Processing for Personality Detection
Guanming Chen, Lingzhi Shen, Xiaohao Cai, Imran Razzak, Shoaib Jameel; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:910-925
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CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs
Sina Tayebati, Divake Kumar, Nastaran Darabi, Dinithi Jayasuriya, Theja Tulabandhula, Ranganath Krishnan, Amit Ranjan Trivedi; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:926-941
Multi-view Privileged Information-based Representation Learning for Liver Cancer Diagnosis
Bangming Gong, Huo Yan; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:942-957
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CAD-HLLM: Generating Executable CAD from Text with Hierarchical LLM Planning
Zhuo Zuo, Yantao Gan, Junfeng Long, Xianggen Liu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:958-973
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SAFE: Spiking Neural Network-based Audio Fidelity Evaluation
Aaditya Arunkumar Khant, Raveen Wijewickrama, Murtuza Jadliwala; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:974-989
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Towards Robust and Scalable Knowledge Editing in Text-to-Image Diffusion Models
YiFei Liu, Xin Wang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:990-1005
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ChameleonBench: Quantifying Alignment Faking in Large Language Models
Archie Chaudhury, Shikhar Shiromani; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1006-1021
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EIKEA:Enhancing In-Context Knowledge Editing by Agents
Zibo Xu, Xin Wang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1022-1037
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Training Data Soft Selection via Joint Density Ratio Estimation
Ryuta Matsuno; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1038-1053
MagicMask: A Fast and High-fidelity Face Swapping Method Robust to Face Pose
Jongmin Yu, Anoushka Harit, Jiankang Deng, Shan Luo, Jinhong Yang, Zhongtian Sun; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1054-1069
Efficient Subsampling for GNN Downstream Tasks
Hirad Daneshvar, Reza Samavi; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1070-1085
SEMINAR: SEMantic InformatioN Augmented JailbReak Attack in LLM
Junjie Yang, Fenghua Weng, Yue Xu, Wenjie Wang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1086-1101
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FG-MSTGNN: Cross-subject EEG Emotion Recognition via Frequency-guided Multi-period Spatial-temporal Graph Neural Network
Chenchen Zhang, YANRONG HAO, Xin Wen, Mengni Zhou, Fei Yuan, Rui Cao; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1102-1117
Label-Perceptive Adversarial Domain Adaptation for Named Entity Recognition in Traditional Chinese Medicine: Dataset and Approach
Yu Tong; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1118-1133
FIRM: Fusion-Injected Residual Memory Brings Token-Level Alignment to Unsupervised VI-ReID
Ze Rong, Xiaofeng Shen, Haoyang Qin, Yue Xu, Hongjun Li, Lei Ma; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1134-1149
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Direct Quantized Training of Language Models with Stochastic Rounding
Kaiyan Zhao, Tsuguchika Tabaru, Kenichi Kobayashi, Takumi Honda, Masafumi Yamazaki, Yoshimasa Tsuruoka; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1150-1165
Bridging the Gap between Learning and Inference for Diffusion-Based Molecule Generation
Peidong Liu, Wenbo Zhang, Wei Ju, Jiancheng Lv, Xianggen Liu; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1166-1181
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Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence
Shunta Nonaga, Koji Tabata, Yuta Mizuno, TAMIKI KOMATSUZAKI; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1182-1197
KVCrush: Key Value Cache size-reduction using similarity in head-behaviour
Gopi Krishna Jha, Sameh Gobriel, Liubov Talamanova, Nilesh Jain; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1198-1213
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Suicidal Posts Detection System Incorporating Psychological Risk Factors
Chih-Ning Chen, Chieh-Jou Lin, Kunhua Lee, Yu Ping Ma, Kuo-Liang Ou, Daw-Wei Wang; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1214-1229
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CryChime: When Large Language Models Learn to Listen to Distant Cries - A Counterfactual PEFT Framework for Urgent Need Detection in Disaster Social Media
Junhong Cai, Geng Zhao, Jiaxin Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1230-1245
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Learning Curves of Classification Metrics based on Confusion Matrices
Yan Xue, Ruibo Wang, Xuefei Cao, Jing Yang, Jihong Li; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1246-1261
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