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Proceedings of Machine Learning Research

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Proceedings of Machine Learning Research
PMLR · 2026-05-29 · via Proceedings of Machine Learning Research

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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

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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

Alicia Y. Tsai, Wenzhi Gao, Laurent Ghaoui; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1-16

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Graph Neural Networks (with Proper Weights) Can Escape Oversmoothing

Zhijian Zhuo, Yifei Wang, Jinwen Ma, Yisen Wang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:17-32

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A Novel Evolutionary Multitasking Feature Selection Approach for Genomic Data Classification

Yu Yifan, Wang Dazhi, Chen Yanhua, Wang Hongfeng, Huang Min; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:33-48

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A More Efficient Inference Model for Multimodal Emotion Recognition

Liang Jia, Jin Tan, Lijin Qi, Mingwen Lin; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:49-63

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How Classification Baseline Works for Deep Metric Learning: A Perspective of Metric Space

Yuanqu Mou, Zhengxue Jian, Haiyang Bai, Chang Gou; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:64-78

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Visible-Infrared Person Re-Indentification via Feature Fusion and Deep Mutual Learning

Ziyang Lin, Banghai Wang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:79-94

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When and How to Grow? On Efficient Pre-training via Model Growth

Jikai Wang, Juntao Li, Min Zhang, Zechang Li, Qingrong Xia, Xinyu Duan, Zhefeng Wang, Baoxing Huai; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:95-110

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Large Vision-Language Models as Emotion Recognizers in Context Awareness

Yuxuan Lei, Dingkang Yang, Zhaoyu Chen, Jiawei Chen, Peng Zhai, Lihua Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:111-126

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Exploring Beyond Curiosity Rewards: Language-Driven Exploration in RL

Nicolas Bougie, Narimasa Watanabe; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:127-142

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Knowledge Graph Large Language Model (KG-LLM) for Link Prediction

Dong Shu, Tianle Chen, Mingyu Jin, Chong Zhang, Mengnan Du, Yongfeng Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:143-158

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Differentially Private Deep Learning with Importance-based Adaptive Gradient Processing

Ping Li, Mingwei Liang, Zhao Jiang, Jun Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:159-174

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Multi-level Relational Learning with Synergistic Graphs for Multivariate Time Series Forecasting

Yang Xie, Qiao Liu, Rui Hou, Tingting Dai, Tian Lan; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:175-190

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MLP-Mixer based surrogate model for seismic ground motion with spatial source and geometry parameters

Hirotaka Hachiya, Yuto Kuroki, Asako Iwaki, Takahiro Maeda, Naonori Ueda, Hiroyuki Fujiwara; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:191-206

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Multi-Scale Dual-Attention Unfolding Network for Compressed Sensing Image Reconstruction

Liangjun Wang, Meixin Wang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:207-222

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Adapting the Attention of Cloud-Based Recognition Model to Client-Side Images without Local Re-Training

Yangwenjian Tan, Yikai Yan, Chaoyue Niu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:223-238

[abs][Download PDF][OpenReview][Software][Supplementary PDF]

Toward Data Efficient Model Merging between Different Datasets without Performance Degradation

Masanori Yamada, Tomoya Yamashita, Shin’ya Yamaguchi, Daiki Chijiwa; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:239-254

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Combinatorial Causal Bandits without Graph Skeleton

Shi Feng, Nuoya Xiong, Wei Chen; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:271-286

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Constructing a Knowledge-Guided Mental Health Chatbot with LLMs

Xi Fan, Lishan Yang, Xiangyu Wang, Derui Lyu, Huanhuan Chen; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:287-302

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FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning

Xiuhua Lu, Peng Li, Xuefeng Jiang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:303-318

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Membership Inference Attacks Against Time-Series Models

Noam Koren, Abigail Goldsteen, Guy Amit, Ariel Farkash; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:319-334

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Analyzing Diffusion Models on Synthesizing Training Datasets

Shin’ya Yamaguchi; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:335-350

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Towards Robust Saliency Maps

Nham Le, Arie Gurfinkel, Xujie Si, Chuqin Geng; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:351-366

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Universal Video Face Restoration Method Based on Vision-Language Model

Yipiao Xu, Zhenbo Song, Jianfeng Lu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:367-382

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Understanding Transcriptional Regulatory Redundancy by Learnable Global Subset Perturbations

Junhao Liu, Siwei Xu, Dylan Riffle, Ziheng Duan, Martin Renqiang Min, Jing Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:383-398

[abs][Download PDF][OpenReview][Supplementary PDF]

IST-YOLO: Infrared Small Target Detector based on Improved YOLOv8

Ruoyu Wang, Bicao Li, Bei Wang, Danting Niu, Yongzhao Wang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:399-414

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A Retrieval-Augmented Contrastive Framework for Legal Case Retrieval Based on Event Information

Changyong Fan, Nankai Lin, Dong Zhou, Yongmei Zhou, Aimin Yang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:415-430

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MLCL: A Framework for Reducing Language Imbalance in Sino-Tibetan Languages through Adapter Structures

JiaJun Fang, Wentao Huang, Aimin Yang, Dong Zhou, Nankai Lin; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:431-446

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Enhancing Aspect Sentiment Quad Prediction through Dual-Sequence Data Augmentation and Contrastive Learning

Shihao Li, Nankai Lin, Pinmo Wu, Dong Zhou, Aimin Yang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:447-462

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FedDGL: Federated Dynamic Graph Learning for Temporal Evolution and Data Heterogeneity

Zaipeng Xie, Li Likun, Xiangbin Chen, Hao Yu, Qian Huang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:463-478

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Saliency Maps Give a False Sense of Explanability to Image Classifiers: An Empirical Evaluation across Methods and Metrics

Hanwei Zhang, Felipe Torres Figueroa, Holger Hermanns; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:479-494

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A Single-Stage Multi-Style License Plate Recognition Method Based on Attention

Longbin Wu, Sen Liu, Yufei Xie, Haowei Lee, Xiaohui Duan; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:495-510

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Joint learning of Gaussian graphical models in heterogeneous dependencies of high-dimensional transcriptomic data

Dung Ngoc Nguyen, Zitong Li; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:511-526

[abs][Download PDF][OpenReview][Supplementary PDF]

Refining Visual Perception for Decoration Display: A Self-Enhanced Deep Captioning Model

Longfei Huang, Xiangyu Wu, Jingyuan Wang, Weili Guo, Yang Yang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:527-542

[abs][Download PDF][OpenReview][Supplementary PDF]

Hierarchical Global Asynchronous Federated Learning Across Multi-Center

Wei Xie, Runqun Xiong, Junzhou Luo; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:543-558

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EVaDE : Event-Based Variational Thompson Sampling for Model-Based Reinforcement Learning

Siddharth Aravindan, Dixant Mittal, Wee Sun Lee; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:559-574

[abs][Download PDF][OpenReview][Software][Supplementary PDF]

DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure

Junyi Ye, Mengnan Du, Guiling Wang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:575-590

[abs][Download PDF][OpenReview][Software][Supplementary PDF]

Robust Transfer Learning for Active Level Set Estimation with Locally Adaptive Gaussian Process Prior

Giang Ngo, Dang Nguyen, Sunil Gupta; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:607-622

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Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems

Xiangming Meng, Yoshiyuki Kabashima; 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

Mengliang He, Aimin Zhou, Xiaoming Shi; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:639-654

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On the sample complexity of privately learning half-spaces

Yi Hsiang Huang, Wei-Hong Chen, Shi-Chun Tsai; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:655-670

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Prompting vision-language fusion for Zero-Shot Composed Image Retrieval

Peng Wang, Zining Chen, Zhicheng Zhao, Fei Su; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:671-686

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Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model

Duy Minh Ho Nguyen, An Thai Le, Trung Quoc Nguyen, Nghiem Tuong Diep, Tai Nguyen, Duy Duong-Tran, Jan Peters, Li Shen, Mathias Niepert, Daniel Sonntag; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:687-702

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Pic@Point: Cross-Modal Learning by Local and Global Point-Picture Correspondence

Vencia Herzog, Stefan Suwelack; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:703-718

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Counterfacual Fairness for Graph Neural Networks with Limited and Privacy Protected Sensitive Attributes

Xuemin Wang, Lei Wang, Tianlong Gu, Xuguang Bao; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:719-734

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Vision Transformer with High Spatial Structure Sensitivity

Zhiwei Xu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:735-749

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Improve Diverse Commonsense Generation by Enhancing Subgraphs

Jianman Tan, Shuo Yang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:750-764

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ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba

Huiyu Zhai, Guang Jin, Xingxing Yang, Guosheng Kang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:765-780

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LPNER: Label Prompt for Few-shot Nested Named Entity Recognition

Jiaoyun Yang, Zhihan Zhu, Hong Ming, Lili Jiang, Ning An; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:781-796

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GRU-M: A Joint Impute and Learn Approach for Sequential Prediction under Missing Data

Soumen Pachal, Avinash Achar, Nancy Bhutani, Akash Das; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:797-812

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Multi-Task Network Guided Multimodal Fusion for Fake News Detection

Jinke Ma, Liyuan Zhang, Yong Liu, Wei Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:813-828

[abs][Download PDF][OpenReview][Software]

PISDR: Page and Item Sequential Decision for Re-ranking Based on Offline Reinforcement Learning

Zheng Yuan, Qian Wan, Tao Zhang, Chengfu Huo; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:829-844

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InfantCryNet: A Data-driven Framework for Intelligent Analysis of Infant Cries

Mengze Hong, Chen Jason Zhang, Lingxiao Yang, Yuanfeng SONG, Di Jiang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:845-857

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FTP: A Human Pose Estimation Method Integrating Temporal and Fine-Grained Feature Fusion

Shuqiang Cai, Chennan Ma, Xin Wang, Li Lin, Ming Yan, Xincheng Lin, Shuqi Fan, Siqi Shen; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:858-872

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Diffusion-based Adversarial Attack to Automatic Speech Recognition

Ying Wang, Yuchuan Luo, Shaojing Fu, Zhenyu Qiu, Lin Liu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:889-904

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Chain Association-based Attacking and Shielding Natural Language Processing Systems

JiaCheng Huang, Long Chen; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:905-920

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Multilevel Position-aware Attention Enhanced Network for Skeleton-Based Action Recognition

Dandan Zhang, Jia Wang, Sicong Zhan; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:921-935

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Enhancing DETRs for Small Object Detection via Multi-Scale Refinement and Query-Aided Mining

Sisi Fu, Zhiming Chen, Xiaocheng Fang, Jieyi Cai, Huanyu Liu, Huosheng Wen, Bingzhi Chen; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:936-951

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AMG-AVSR: Adaptive Modality Guidance for Audio-Visual Speech Recognition via Progressive Feature Enhancement

Zhishuo Zhao, Dongyue Guo, Wenjie Ou, Hong Liu, Yi Lin; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:952-967

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RedditEM: Unveiling Diachronic Semantic Shifts in Social Network Discourse

Jiajun Zou, Sixing Wu, Jinshuai Yang, Minghu Jiang, Yongfeng Huang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:968-983

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Causal ATTention Multiple Instance Learning for Whole Slide Image Classification

Xiaochun Wu, Haitao Wang, Hejun Wu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:984-999

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Rethinking Literary Plagiarism in LLMs through the Lens of Copyright Laws

Huachen Tan, Moming Duan, Duo Liu, Haojie Lu, Yuexin Mu, Longyi Zhou, Ao Ren, Yujuan Tan, Kan Zhong; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1000-1015

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HiRAG: A Historical Information-Driven Retrieval-Augmented Generation Framework for Background Summarization

Dong Zhou, Binli Zeng, Nankai Lin, Yongmei Zhou, Aimin Yang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1016-1031

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TSMCR: Two-stage Supervised Multi-modality Contrastive Representation for Ultrasound-based Breast Cancer Diagnosis

Bangming Gong; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1032-1047

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FedLTF: Linear Probing Teaches Fine-tuning to Mitigate Noisy Labels in Federated Learning

Shaojie Zhan, Lixing Yu, Hanqi Chen, Tianxi Ji; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1048-1063

[abs][Download PDF][OpenReview][Software]

DCoT: Dual Chain-of-Thought Prompting for Large Multimodal Models

Zixi Jia, Jiqiang Liu, Hexiao Li, Qinghua Liu, Hongbin Gao; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1064-1079

[abs][Download PDF][OpenReview][Supplementary PDF]

Convergence Analysis of Inexact Over-relaxed ADMM via Dissipativity Theory

Qiang Zhou, Sinno Jialin Pan; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1080-1095

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I Mean I Am a Mouse: meets for Bilingual Multimodal Meme Sarcasm Classification from Large Language Models

yunzhe Liu, xinyi Xu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1096-1111

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Middle Code Prediction: Enhancing Code Generation for Uncommon Programming Languages in Robotics

Zixi Jia, Hongbin Gao, Hexiao Li; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1112-1127

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Non-Oblivious Performance of Random Projections

Maciej Skorski, Alessandro Temperoni; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1128-1143

[abs][Download PDF][OpenReview][Software]

The data-driven transferable adversarial space

Yuan Liu, Stephane Canu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1144-1159

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Zero-Reference Lighting Estimation Diffusion Model for Low-Light Image Enhancement

Jinhong He, Minglong Xue, Aoxiang Ning, Chengyun Song; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1160-1175

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Preserving Spatial-Temporal Relationship with Adaptive Node Sampling in Hierarchical Dynamic Graph Transformers

Linh Thi Hoang, Tuan Dung Pham, Son T. Mai, Viet Cuong Ta; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1176-1191

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On Learning Frequency-Instance Correlations by Model-Agnostic Training for Synthetic Speech Detection

Zining Wang, Lijian Gao, Jialin Zhang, Qirong Mao; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1192-1207

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Orchestrating Plasticity and Stability: A Continual Knowledge Graph Embedding Framework with Bio-Inspired Dual-Mask Mechanism

Ailin Song, Yuhong Chen, Yusong Wang, Shuai Zhong, Mingkun Xu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1208-1223

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An Efficient Query Optimization Framework Based on MCTS and LTR

Chaofan Zhao, Yize Sui, Ruochun Jin, Jing Ren; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1224-1239

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Fairness and Privacy Guarantees in Federated Contextual Bandits

Sambhav Solanki, Shweta Jain, Sujit Gujar; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1240-1255

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Towards Calibrated Losses for Adversarial Robust Reject Option Classification

Vrund Shah, Tejas Kiran Chaudhari, Naresh Manwani; 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

Shixiong Jing, Lingwei Chen, Dinghao Wu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1272-1287

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SceneWeaver: Text-Driven Scene Generation with Geometry-aware Gaussian Splatting

Xiaolu Hou, Mingcheng Li, Jiawei Chen, Dingkang Yang, Ziyun Qian, Lihua Zhang; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1288-1303

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LabelPrompt: Effective prompt-based learning for relation classification

Wenjie Zhang, Xiaoning Song, Zhenhua Feng, Tianyang Xu, Xiaojun Wu; 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

Lilan Lin, Xiaotong Nie, Jian Hou; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1320-1335

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Countering Relearning with Perception Revising Unlearning

Chenhao Zhang, Weitong Chen, Wei Emma Zhang, Miao Xu; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1336-1351

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Cross-Level Feature Relocation: Mitigating Information Loss in Cross-Layer Feature Fusion for Crowd Counting

Yuanyang Yin, Baoqun Yin; Proceedings of the 16th Asian Conference on Machine Learning, PMLR 260:1352-1367

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