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Volume 304: The 17th Asian Conference on Machine Learning, 9-12 December 2025, HNBK International Convention Center, Taipei, Taiwan
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Editors: Hung-yi Lee, Tongliang Liu
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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:129-144
Relaxed Transition Kernels can Cure Underestimation in Adversarial Offline Reinforcement Learning
; 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
; 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
; 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
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:223-238
Faster Convergence of Riemannian Stochastic Gradient Descent with Increasing Batch Size
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:255-270
Information-Based Exploration via Random Features for Reinforcement Learning
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:271-286
Increasing Batch Size Improves Convergence of Stochastic Gradient Descent with Momentum
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:287-302
Beyond UDA: Examining Temporal and Frequency Representations in Time Series Transfer
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:303-318
Asymptotically Optimal Problem-Dependent Bandit Policies for Transfer Learning
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:319-334
Balancing Knowledge Updates: Toward Unified Modular Editing in LLMs
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:335-350
Jailbreak Defense in LLM via Attention Head Analysis and Selective Intervention
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:383-398
High-Order Consistency-Guided User Identity Linkage with Large Language Model
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:399-414
Optimizing Trajectory Matching Distillation via Parameter Difference-Driven Pruning
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:431-446
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Data-Centric Graph Condensation via Diffusion Matching
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:463-478
FeelNet: A Lightweight Fast Fourier Transform EEG-based Emotion Recognition Network
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:511-526
Sampling Boundary for Causal Effect Estimation
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:527-542
Continual Pre-Training is (not) What You Need in Domain Adaptation
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:543-557
POIL:Preference Optimization for Imitation Learning
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:558-573
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Outcome-Based Semifactuals for Reinforcement Learning
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:606-621
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:654-669
TAEGAN: Revisit GANs for Tabular Data Generation
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:686-701
Reduced-rank Factorized Fourier Neural Operator
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:702-717
Policy Iteration for Two-Player General-Sum Stochastic Stackelberg Games
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:718-733
Domain Adaptation with Hybrid Modeling for Learning Dynamical Systems
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:750-765
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RSTSIC: Reparameterized Swin Transformer Stereo Image Compression
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:766-781
Dual-Module Collaborative LoRA for Effective Large Language Model Fine-Tuning
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:782-797
Dual Color Space Underwater Image Enhancement Network
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:798-813
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On the Privacy-preserving Generalized Eigenvalue Problem
; 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?
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:846-861
Kernel-Based Enhanced Oversampling Method for Imbalanced Classification
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:878-893
SparseSegNet: A Boundary-Aware Lightweight Segmentation Architecture for Skin Lesions
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:894-909
HIPPD: Brain-Inspired Hierarchical Information Processing for Personality Detection
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:926-941
Multi-view Privileged Information-based Representation Learning for Liver Cancer Diagnosis
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1054-1069
Efficient Subsampling for GNN Downstream Tasks
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1070-1085
SEMINAR: SEMantic InformatioN Augmented JailbReak Attack in LLM
; 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
; 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
; 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
; 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
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1182-1197
KVCrush: Key Value Cache size-reduction using similarity in head-behaviour
; 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
; 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
; 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
; Proceedings of the 17th Asian Conference on Machine Learning, PMLR 304:1246-1261
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