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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
Preface
Contributed Papers
Temporal aware Multi-Interest Graph Neural Network for Session-based Recommendation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:
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Nighttime Semantic Segmentation with Unsupervised Learning and Cross Attention
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:
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When to Classify Events in Open Times Series?
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1-16
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Graph annotation generative adversarial networks
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:16-16
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Bayesian Change-Point Detection for Bandit Feedback in Non-stationary Environments
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:17-31
Out of Distribution Detection via Neural Network Anchoring
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:32-47
On the Episodic Difficulty of Few-shot Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:48-63
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Learning with Domain Knowledge to Develop Justifiable Convolutional Networks
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:64-79
Robust Multi-Objective Reinforcement Learning with Dynamic Preferences
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:96-111
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Fairness Trade-Offs and Partial Debiasing
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:112-136
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Robust Scene Text Detection via Learnable Scene Transformations
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:137-152
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A two-stream convolution architecture for ESC based on audio feature distanglement
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:153-168
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ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:169-184
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Balanced Spatial-Temporal Graph Structure Learning for Multivariate Time Series Forecasting: A Trade-off between Efficiency and Flexibility
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:201-216
On the Convergence of Decentralized Adaptive Gradient Methods
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:217-232
Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:265-279
BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:296-310
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Kernelized multi-graph matching
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:311-326
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Towards Data-Free Domain Generalization
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:327-342
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Trusted Loss Correction for Noisy Multi-Label Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:343-358
Multi Label Loss Correction against Missing and Corrupted Labels
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:359-374
DALE: Differential Accumulated Local Effects for efficient and accurate global explanations
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:375-390
Circulant-interactive Transformer with Dimension-aware Fusion for Multimodal Sentiment Analysis
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:391-406
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BeautifAI - Personalised Occasion-based Makeup Recommendation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:407-419
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Position-dependent partial convolutions for supervised spatial interpolation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:420-435
SNAIL: Semi-Separated Uncertainty Adversarial Learning for Universal Domain Adaptation
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:452-466
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Learning Practical Communication Strategies in Cooperative Multi-Agent Reinforcement Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:467-482
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Adversarial Laser Spot: Robust and Covert Physical-World Attack to DNNs
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:483-498
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3D Manifold Topology Based Medical Image Data Augmentation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:499-514
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Embedding Adaptation Network with Transformer for Few-Shot Action Recognition
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:515-530
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Deep Reinforcement Learning for High-Frequency Market Making
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:531-546
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Probabilistic Adaptive Spatial-Temporal Regularized Correlation Filters for UAV Tracking
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:547-562
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Contrastive Inductive Bias Controlling Networks for Reinforcement Learning
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:579-594
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Unsupervised Photo-to-Caricature Generation with Adaptive Select Layer-Instance Normalization and Semi-cycle Consistency
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:595-610
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Robust Direct Learning for Causal Data Fusion
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:611-626
Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:643-657
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AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:674-689
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Learning Disentangled Representation in Pruning for Real-Time UAV Tracking
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:690-705
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RoLNiP: Robust Learning Using Noisy Pairwise Comparisons
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:706-721
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Asynchronous Personalized Federated Learning with Irregular Clients
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:706-721
Efficient Deep Clustering of Human Activities and How to Improve Evaluation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:722-737
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Bootstrapping a high quality multilingual multimodal dataset for Bletchley
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:738-753
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Hashing2Vec: Fast Embedding Generation for SARS-CoV-2 Spike Sequence Classification
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:754-769
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Robust computation of optimal transport by $β$-potential regularization
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:770-785
BINAS: Bilinear Interpretable Neural Architecture Search
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:786-801
One Gradient Frank-Wolfe for Decentralized Online Convex and Submodular Optimization
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:802-815
Example or Prototype? Learning Concept-Based Explanations in Time-Series
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:816-831
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On the Interpretability of Attention Networks
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:848-863
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Interpretable Representation Learning from Temporal Multi-view Data
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:864-879
AFRNN: Stable RNN with Top Down Feedback and Antisymmetry
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:880-894
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Autonomous Myocardial Infarction Detection from Electrocardiogram with a Multi Label Classification Approach
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:911-926
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On PAC Learning Halfspaces in Non-interactive Local Privacy Model with Public Unlabeled Data
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:927-941
Feature Distribution Matching for Federated Domain Generalization
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:942-957
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Auto-Physics-Encoder: Using Physics-Informed Latent Layer Two-Way Physics Flow for Monitoring Systems with Unobservability
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:958-973
CVaR-Regret Bounds for Multi-armed Bandits
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:974-989
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Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:990-1005
Domain Alignment Meets Fully Test-Time Adaptation
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1006-1021
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FLVoogd: Robust And Privacy Preserving Federated Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1022-1037
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Noise Robust Core-stable Coalitions of Hedonic Games
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1038-1053
On the expressivity of bi-Lipschitz normalizing flows
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1054-1069
Constrained Contrastive Reinforcement Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1070-1084
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Evaluating the perceived safety of urban city via maximum entropy deep inverse reinforcement learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1085-1100
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Margin Calibration for Long-Tailed Visual Recognition
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1101-1116
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Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1117-1132
Pose Guided Human Image Synthesis with Partially Decoupled GAN
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1133-1148
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Probabilistic Fusion of Neural Networks that Incorporates Global Information
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1149-1164
Semantic Cross Attention for Few-shot Learning
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1165-1180
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An Enhanced Human Activity Recognition Algorithm with Positional Attention
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1181-1196
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Cross-Scale Context Extracted Hashing for Fine-Grained Image Binary Encoding
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1197-1212
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Sliced Wasserstein variational inference
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1213-1228
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Learning with Interactive Models over Decision-Dependent Distributions
; 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
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1245-1260
EENAS: An Efficient Evolutionary Algorithm for Neural Architecture Search
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1261-1276
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A Novel Differentiable Mixed-Precision Quantization Search Framework for Alleviating the Matthew Effect and Improving Robustness
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1277-1292
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Multi-scale Progressive Gated Transformer for Physiological Signal Classification
; Proceedings of The 14th Asian Conference on Machine Learning, PMLR 189:1293-1308
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