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Volume 189: Asian Conference on Machine Learning, 12-14 December 2022, Hyderabad, India

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Editors: Emtiyaz Khan, Mehmet Gonen

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Contents:

Preface

Contributed Papers

Temporal aware Multi-Interest Graph Neural Network for Session-based Recommendation

Qi Shen, Shixuan Zhu, Yitong Pang, Yiming Zhang, Zhihua Wei; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:

Nighttime Semantic Segmentation with Unsupervised Learning and Cross Attention

Jian Cheng, Yang-Feng Hu, Yu Dai, Xue Qiao, Li Yao, Jun-Yan Yang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:

When to Classify Events in Open Times Series?

Youssef Achenchabe, Alexis Bondu, Cornuéjols Antoine, Lemaire Vincent; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1-16

Graph annotation generative adversarial networks

Yoann Boget, Magda Gregorova, Alexandros Kalousis; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:16-16

Bayesian Change-Point Detection for Bandit Feedback in Non-stationary Environments

Reda Alami; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:17-31

Out of Distribution Detection via Neural Network Anchoring

Rushil Anirudh, Jayaraman J. Thiagarajan; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:32-47

On the Episodic Difficulty of Few-shot Learning

Yunwei Bai, Zhenfeng He, Junfeng Hu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:48-63

Learning with Domain Knowledge to Develop Justifiable Convolutional Networks

Rimmon Bhosale, Mrinal Das; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:64-79

Robust Multi-Objective Reinforcement Learning with Dynamic Preferences

Francois Buet-Golfouse, Parth Pahwa; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:96-111

Fairness Trade-Offs and Partial Debiasing

Francois Buet-Golfouse, Islam Utyagulov; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:112-136

Robust Scene Text Detection via Learnable Scene Transformations

Yuheng Cao, Mengjie Zhou, Jie Chen; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:137-152

A two-stream convolution architecture for ESC based on audio feature distanglement

Zhenghao Chang, Ruhan He, Yongsheng Yu, Zili Zhang, GeLi Bai; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:153-168

ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits

Arghya Roy Chaudhuri, Pratik Jawanpuria, Bamdev Mishra; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:169-184

Balanced Spatial-Temporal Graph Structure Learning for Multivariate Time Series Forecasting: A Trade-off between Efficiency and Flexibility

Weijun Chen, Yanze Wang, Chengshuo Du, Zhenglong Jia, Feng Liu, Ran Chen; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:185-200

Noisy Riemannian Gradient Descent for Eigenvalue Computation with Application to Inexact Stochastic Recursive Gradient Algorithm

You-Lin Chen, Zhiqiang Xu, Ping Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:201-216

On the Convergence of Decentralized Adaptive Gradient Methods

Xiangyi Chen, Belhal Karimi, Weijie Zhao, Ping Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:217-232

Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning

Sayak Ray Chowdhury, Rafael Oliveira; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:249-264

Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data

Zongyu Dai, Zhiqi Bu, Qi Long; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:265-279

BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning

Zhijie Deng, Jun Zhu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:280-295

A Self-improving Skin Lesions Diagnosis Framework Via Pseudo-labeling and Self-distillation

Shaochang Deng, Mengxiao Yin, Feng Yang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:296-310

Kernelized multi-graph matching

François-Xavier Dupé, Rohit Yadav, Guillaume Auzias, Sylvain Takerkart; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:311-326

Towards Data-Free Domain Generalization

Ahmed Frikha, Haokun Chen, Denis Krompaß, Thomas Runkler, Volker Tresp; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:327-342

Trusted Loss Correction for Noisy Multi-Label Learning

Amirmasoud Ghiassi, Cosmin Octavian Pene, Robert Birke, Lydia.Y Chen; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:343-358

Multi Label Loss Correction against Missing and Corrupted Labels

Amirmasoud Ghiassi, Robert Birke, Lydia.Y Chen; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:359-374

DALE: Differential Accumulated Local Effects for efficient and accurate global explanations

Vasilis Gkolemis, Theodore Dalamagas, Christos Diou; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:375-390

Circulant-interactive Transformer with Dimension-aware Fusion for Multimodal Sentiment Analysis

Peizhu Gong, Jin Liu, Xiliang Zhang, Xingye Li, Zijun Yu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:391-406

BeautifAI - Personalised Occasion-based Makeup Recommendation

Kshitij Gulati, Gaurav Verma, Mukesh Mohania, Ashish Kundu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:407-419

Position-dependent partial convolutions for supervised spatial interpolation

Hirotaka Hachiya, Kotaro Nagayoshi, Asako Iwaki, Takahiro Maeda, Naonori Ueda, Hiroyuki Fujiwara; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:420-435

SNAIL: Semi-Separated Uncertainty Adversarial Learning for Universal Domain Adaptation

Zhongyi Han, Wan Su, Rundong He, Yilong Yin; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:436-451

A Novel Graph Aggregation Method Based on Feature Distribution Around Each Ego-node for Heterophily

Shuichiro Haruta, Tatsuya Konishi, Mori Kurokawa; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:452-466

Learning Practical Communication Strategies in Cooperative Multi-Agent Reinforcement Learning

Diyi Hu, Chi Zhang, Viktor Prasanna, Bhaskar Krishnamachari; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:467-482

Adversarial Laser Spot: Robust and Covert Physical-World Attack to DNNs

Chengyin Hu, Yilong Wang, Kalibinuer Tiliwalidi, Wen Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:483-498

3D Manifold Topology Based Medical Image Data Augmentation

Jisui Huang, Na Lei; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:499-514

Embedding Adaptation Network with Transformer for Few-Shot Action Recognition

Rongrong Jin, Xiao Wang, Guangge Wang, Yang Lu, Hai-Miao Hu, Hanzi Wang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:515-530

Deep Reinforcement Learning for High-Frequency Market Making

Pankaj Kumar; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:531-546

Probabilistic Adaptive Spatial-Temporal Regularized Correlation Filters for UAV Tracking

Rui Li, Xiao Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:547-562

Contrastive Inductive Bias Controlling Networks for Reinforcement Learning

Dongxu Li, Shaochen Wang, Kang Chen, Bin Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:563-578

AIIR-MIX: Multi-Agent Reinforcement Learning Meets Attention Individual Intrinsic Reward Mixing Network

Wei Li, Weiyan Liu, Shitong Shao, Shiyi Huang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:579-594

Unsupervised Photo-to-Caricature Generation with Adaptive Select Layer-Instance Normalization and Semi-cycle Consistency

Li Zhiwei, Cai Weiling, Cairun Wang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:595-610

Robust Direct Learning for Causal Data Fusion

Xinyu Li, Yilin Li, Qing Cui, Longfei Li, Jun Zhou; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:611-626

Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes

Chonghua Liao, Jiafan He, Quanquan Gu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:627-642

FF-Net: An End-to-end Feature-Fusion Network for Double JPEG Detection and Localization

Bo Liu, Ranglei Wu, Xiuli Bi, Bin Xiao; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:643-657

AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE

Lu Changjie, Zheng Shen, Wang Zirui, Dib Omar, Gupta Gaurav; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:658-673

Multi-Scale Anomaly Detection for Time Series with Attention-based Recurrent Autoencoders

Lu Qingning, Li Wenzhong, Zhu Chuanze, Chen Yizhou, Wang Yinke, Zhang Zhijie, Shen Linshan, Lu Sanglu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:674-689

Learning Disentangled Representation in Pruning for Real-Time UAV Tracking

Siyu Ma, Yuting Liu, Dan Zeng, Yaxin Liao, Xiaoyu Xu, Shuiwang Li; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:690-705

RoLNiP: Robust Learning Using Noisy Pairwise Comparisons

Samartha S. Maheshwara, Naresh Manwani; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:706-721

Asynchronous Personalized Federated Learning with Irregular Clients

Zichen Ma, Yu Lu, Wenye Li, Shuguang Cui; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:706-721

Efficient Deep Clustering of Human Activities and How to Improve Evaluation

Louis Mahon, Thomas Lukasiewicz; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:722-737

Bootstrapping a high quality multilingual multimodal dataset for Bletchley

Owais Khan Mohammed, Kriti Aggarwal, Qiang Liu, Saksham Singhal, Johan Bjorck, Subhojit Som; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:738-753

Hashing2Vec: Fast Embedding Generation for SARS-CoV-2 Spike Sequence Classification

Murad Taslim, Chourasia Prakash, Ali Sarwan, Patterson Murray; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:754-769

Robust computation of optimal transport by $β$-potential regularization

Shintaro Nakamura, Han Bao, Masashi Sugiyama; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:770-785

BINAS: Bilinear Interpretable Neural Architecture Search

Niv Nayman, Yonathan Aflalo, Asaf Noy, Lihi Zelnik-Manor; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:786-801

One Gradient Frank-Wolfe for Decentralized Online Convex and Submodular Optimization

Tuan-Anh Nguyen, Nguyen Kim Thang, Denis Trystram; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:802-815

Example or Prototype? Learning Concept-Based Explanations in Time-Series

Christoph Obermair, Alexander Fuchs, Franz Pernkopf, Lukas Felsberger, Andrea Apollonio, Daniel Wollmann; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:816-831

On the Interpretability of Attention Networks

Lakshmi Narayan Pandey, Rahul Vashisht, Harish G. Ramaswamy; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:832-847

Dynamic Forward and Backward Sparse Training (DFBST): Accelerated Deep Learning through Completely Sparse Training Schedule

Tejas Pote, Muhammad Athar Ganaie, Atif Hassan, Swanand Khare; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:848-863

Interpretable Representation Learning from Temporal Multi-view Data

Lin Qiu, Vernon M. Chinchilli, Lin Lin; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:864-879

AFRNN: Stable RNN with Top Down Feedback and Antisymmetry

Tim Schwabe, Tobias Glasmachers, Maribel Acosta; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:880-894

Autonomous Myocardial Infarction Detection from Electrocardiogram with a Multi Label Classification Approach

Vishwa Mohan Singh, Vibhor Saran, Pooja Kadambi; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:911-926

On PAC Learning Halfspaces in Non-interactive Local Privacy Model with Public Unlabeled Data

Jinyan Su, Jinhui Xu, Di Wang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:927-941

Feature Distribution Matching for Federated Domain Generalization

Yuwei Sun, Ng Chong, Hideya Ochiai; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:942-957

Auto-Physics-Encoder: Using Physics-Informed Latent Layer Two-Way Physics Flow for Monitoring Systems with Unobservability

Priyabrata Sundaray, Yang Weng; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:958-973

CVaR-Regret Bounds for Multi-armed Bandits

Chenmien Tan, Paul Weng; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:974-989

Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization

Yuting Tang, Nan Lu, Tianyi Zhang, Masashi Sugiyama; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:990-1005

Domain Alignment Meets Fully Test-Time Adaptation

Kowshik Thopalli, Pavan Turaga, Jayaraman J Thiagarajan; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1006-1021

FLVoogd: Robust And Privacy Preserving Federated Learning

Tian Yuhang, Wang Rui, Qiao Yanqi, Panaousis Emmanouil, Liang Kaitai; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1022-1037

Noise Robust Core-stable Coalitions of Hedonic Games

Prashant Trivedi, Nandyala Hemachandra; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1038-1053

On the expressivity of bi-Lipschitz normalizing flows

Alexandre Verine, Benjamin Negrevergne, Yann Chevaleyre, Fabrice Rossi; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1054-1069

Constrained Contrastive Reinforcement Learning

Haoyu Wang, Xinrui Yang, Yuhang Wang, Lan Xuguang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1070-1084

Evaluating the perceived safety of urban city via maximum entropy deep inverse reinforcement learning

Yaxuan Wang, Zhixin Zeng, Qijun Zhao; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1085-1100

Margin Calibration for Long-Tailed Visual Recognition

Yidong Wang, Bowen Zhang, Wenxin Hou, Zhen Wu, Jindong Wang, Takahiro Shinozaki; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1101-1116

Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank

Kishan Wimalawarne, Taiji Suzuki; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1117-1132

Pose Guided Human Image Synthesis with Partially Decoupled GAN

Jianhan Wu, Shijing Si, Jianzong Wang, Xiaoyang Qu, Xiao Jing; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1133-1148

Probabilistic Fusion of Neural Networks that Incorporates Global Information

Peng Xiao, Biao Zhang, Samuel Cheng, Ke Wei, Shuqin Zhang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1149-1164

Semantic Cross Attention for Few-shot Learning

Bin Xiao, Chien-Liang Liu, Wen-Hoar Hsaio; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1165-1180

An Enhanced Human Activity Recognition Algorithm with Positional Attention

Chenyang Xu, Jianfei Shen, Feiyi Fan, Tian Qiu, Zhihong Mao; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1181-1196

Cross-Scale Context Extracted Hashing for Fine-Grained Image Binary Encoding

Xuetong Xue, Jiaying Shi, Xinxue He, Shenghui Xu, Zhaoming Pan; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1197-1212

Sliced Wasserstein variational inference

Mingxuan Yi, Song Liu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1213-1228

Learning with Interactive Models over Decision-Dependent Distributions

Man-Jie Yuan, Wei Gao; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1229-1244

Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations

Wei Zhao, Steffen Eger; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1245-1260

EENAS: An Efficient Evolutionary Algorithm for Neural Architecture Search

Zheng Jian, Han Wenran, Zhang Ying, Ji Shufan; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1261-1276

A Novel Differentiable Mixed-Precision Quantization Search Framework for Alleviating the Matthew Effect and Improving Robustness

Hengyi Zhou, Hongyi He, Wanchen Liu, Yuhai Li, Haonan Zhang, Longjun Liu; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1277-1292

Multi-scale Progressive Gated Transformer for Physiological Signal Classification

Wei Zhou, Hao Wang, Yiling Zhang, Cheng Long, Yan Yang, Dongjie Wang; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1293-1308

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