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Volume 260: Asian Conference on Machine Learning, 5-8 December 2024, Hanoi, Vietnam
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Editors: Vu Nguyen, Hsuan-Tien Lin
Asian Conference on Machine Learning: Preface
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:i-ii
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Constrained Implicit Learning Framework for Neural Network Sparsification
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1-16
Graph Neural Networks (with Proper Weights) Can Escape Oversmoothing
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:17-32
A Novel Evolutionary Multitasking Feature Selection Approach for Genomic Data Classification
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:33-48
A More Efficient Inference Model for Multimodal Emotion Recognition
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:49-63
How Classification Baseline Works for Deep Metric Learning: A Perspective of Metric Space
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:64-78
Visible-Infrared Person Re-Indentification via Feature Fusion and Deep Mutual Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:79-94
When and How to Grow? On Efficient Pre-training via Model Growth
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:95-110
Large Vision-Language Models as Emotion Recognizers in Context Awareness
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:111-126
Exploring Beyond Curiosity Rewards: Language-Driven Exploration in RL
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:127-142
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:143-158
Differentially Private Deep Learning with Importance-based Adaptive Gradient Processing
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:159-174
Multi-level Relational Learning with Synergistic Graphs for Multivariate Time Series Forecasting
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:175-190
MLP-Mixer based surrogate model for seismic ground motion with spatial source and geometry parameters
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:191-206
Multi-Scale Dual-Attention Unfolding Network for Compressed Sensing Image Reconstruction
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:207-222
Adapting the Attention of Cloud-Based Recognition Model to Client-Side Images without Local Re-Training
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:223-238
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Toward Data Efficient Model Merging between Different Datasets without Performance Degradation
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:239-254
One-Shot Machine Unlearning with Mnemonic Code
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:255-270
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Combinatorial Causal Bandits without Graph Skeleton
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:271-286
Constructing a Knowledge-Guided Mental Health Chatbot with LLMs
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:287-302
FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:303-318
Membership Inference Attacks Against Time-Series Models
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:319-334
Analyzing Diffusion Models on Synthesizing Training Datasets
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:335-350
Towards Robust Saliency Maps
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:351-366
Universal Video Face Restoration Method Based on Vision-Language Model
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:367-382
Understanding Transcriptional Regulatory Redundancy by Learnable Global Subset Perturbations
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:383-398
IST-YOLO: Infrared Small Target Detector based on Improved YOLOv8
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:399-414
A Retrieval-Augmented Contrastive Framework for Legal Case Retrieval Based on Event Information
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:415-430
MLCL: A Framework for Reducing Language Imbalance in Sino-Tibetan Languages through Adapter Structures
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:431-446
Enhancing Aspect Sentiment Quad Prediction through Dual-Sequence Data Augmentation and Contrastive Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:447-462
FedDGL: Federated Dynamic Graph Learning for Temporal Evolution and Data Heterogeneity
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:463-478
Saliency Maps Give a False Sense of Explanability to Image Classifiers: An Empirical Evaluation across Methods and Metrics
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:479-494
A Single-Stage Multi-Style License Plate Recognition Method Based on Attention
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:495-510
Joint learning of Gaussian graphical models in heterogeneous dependencies of high-dimensional transcriptomic data
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:511-526
Refining Visual Perception for Decoration Display: A Self-Enhanced Deep Captioning Model
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:527-542
Hierarchical Global Asynchronous Federated Learning Across Multi-Center
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:543-558
EVaDE : Event-Based Variational Thompson Sampling for Model-Based Reinforcement Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:559-574
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DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:575-590
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Motion meets Attention: Video Motion Prompts
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:591-606
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Robust Transfer Learning for Active Level Set Estimation with Locally Adaptive Gaussian Process Prior
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:607-622
Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:623-638
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Enhancing Textbook Question Answering with Knowledge Graph-Augmented Large Language Models
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:639-654
On the sample complexity of privately learning half-spaces
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:655-670
Prompting vision-language fusion for Zero-Shot Composed Image Retrieval
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:671-686
Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:687-702
Pic@Point: Cross-Modal Learning by Local and Global Point-Picture Correspondence
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:703-718
Counterfacual Fairness for Graph Neural Networks with Limited and Privacy Protected Sensitive Attributes
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:719-734
Vision Transformer with High Spatial Structure Sensitivity
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:735-749
Improve Diverse Commonsense Generation by Enhancing Subgraphs
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:750-764
ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:765-780
LPNER: Label Prompt for Few-shot Nested Named Entity Recognition
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:781-796
GRU-M: A Joint Impute and Learn Approach for Sequential Prediction under Missing Data
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:797-812
Multi-Task Network Guided Multimodal Fusion for Fake News Detection
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:813-828
PISDR: Page and Item Sequential Decision for Re-ranking Based on Offline Reinforcement Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:829-844
InfantCryNet: A Data-driven Framework for Intelligent Analysis of Infant Cries
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:845-857
FTP: A Human Pose Estimation Method Integrating Temporal and Fine-Grained Feature Fusion
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:858-872
Fast Stealthily Biased Sampling Using Sliced Wasserstein Distance
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:873-888
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Diffusion-based Adversarial Attack to Automatic Speech Recognition
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:889-904
Chain Association-based Attacking and Shielding Natural Language Processing Systems
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:905-920
Multilevel Position-aware Attention Enhanced Network for Skeleton-Based Action Recognition
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:921-935
Enhancing DETRs for Small Object Detection via Multi-Scale Refinement and Query-Aided Mining
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:936-951
AMG-AVSR: Adaptive Modality Guidance for Audio-Visual Speech Recognition via Progressive Feature Enhancement
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:952-967
RedditEM: Unveiling Diachronic Semantic Shifts in Social Network Discourse
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:968-983
Causal ATTention Multiple Instance Learning for Whole Slide Image Classification
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:984-999
Rethinking Literary Plagiarism in LLMs through the Lens of Copyright Laws
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1000-1015
HiRAG: A Historical Information-Driven Retrieval-Augmented Generation Framework for Background Summarization
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1016-1031
TSMCR: Two-stage Supervised Multi-modality Contrastive Representation for Ultrasound-based Breast Cancer Diagnosis
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1032-1047
FedLTF: Linear Probing Teaches Fine-tuning to Mitigate Noisy Labels in Federated Learning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1048-1063
DCoT: Dual Chain-of-Thought Prompting for Large Multimodal Models
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1064-1079
Convergence Analysis of Inexact Over-relaxed ADMM via Dissipativity Theory
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1080-1095
I Mean I Am a Mouse: meets for Bilingual Multimodal Meme Sarcasm Classification from Large Language Models
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1096-1111
Middle Code Prediction: Enhancing Code Generation for Uncommon Programming Languages in Robotics
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1112-1127
Non-Oblivious Performance of Random Projections
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1128-1143
The data-driven transferable adversarial space
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1144-1159
Zero-Reference Lighting Estimation Diffusion Model for Low-Light Image Enhancement
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1160-1175
Preserving Spatial-Temporal Relationship with Adaptive Node Sampling in Hierarchical Dynamic Graph Transformers
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1176-1191
On Learning Frequency-Instance Correlations by Model-Agnostic Training for Synthetic Speech Detection
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1192-1207
Orchestrating Plasticity and Stability: A Continual Knowledge Graph Embedding Framework with Bio-Inspired Dual-Mask Mechanism
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1208-1223
An Efficient Query Optimization Framework Based on MCTS and LTR
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1224-1239
Fairness and Privacy Guarantees in Federated Contextual Bandits
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1240-1255
Towards Calibrated Losses for Adversarial Robust Reject Option Classification
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1256-1271
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Clustering-Augmented Fraud Detection on Graphs Using Label-Aware Feature Aggregation
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1272-1287
SceneWeaver: Text-Driven Scene Generation with Geometry-aware Gaussian Splatting
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1288-1303
LabelPrompt: Effective prompt-based learning for relation classification
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1304-1319
[abs][Download PDF][OpenReview][Software][Supplementary PDF]
Robust Multi-Agent Reinforcement Learning for Autonomous Vehicle in Noisy Highway Environments
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1320-1335
Countering Relearning with Perception Revising Unlearning
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1336-1351
[abs][Download PDF][OpenReview][Software][Supplementary PDF]
Cross-Level Feature Relocation: Mitigating Information Loss in Cross-Layer Feature Fusion for Crowd Counting
; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1352-1367
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