06-10-2021
|
Gradual Domain Adaptation in the Wild:When Intermediate
Distributions are Absent
by
Samira Abnar
et al
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06-10-2021
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Towards an Automated Pipeline for Detecting and
Classifying Malware through Machine Learning
by
Nicola Loi
et al
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06-09-2021
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Independent mechanism analysis, a new concept?
by
Luigi Gresele
et al
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06-09-2021
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EF21: A New, Simpler, Theoretically Better, and
Practically Faster Error Feedback
by
Peter Richtárik
et al
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06-09-2021
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Distilling Image Classifiers in Object Detectors
by
Shuxuan Guo
et al
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06-08-2021
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Weighted Sparse Subspace Representation: A Unified
Framework for Subspace Clustering, Constrained
Clustering, and Active Learning
by
Hankui Peng
et al
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06-08-2021
|
Efficient Online Learning for Dynamic k-Clustering
by
Dimitris Fotakis
et al
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06-08-2021
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Reinforced Few-Shot Acquisition Function Learning for
Bayesian Optimization
by
Bing-Jing Hsieh
et al
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06-09-2021
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Artificial Intelligence in Drug Discovery: Applications
and Techniques
by
Jianyuan Deng
et al
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06-09-2021
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Mixture weights optimisation for Alpha-Divergence
Variational Inference
by
Kamélia Daudel
et al
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06-09-2021
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Self-Paced Context Evaluation for Contextual
Reinforcement Learning
by
Theresa Eimer
et al
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06-09-2021
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More than meets the eye: Self-supervised depth
reconstruction from brain activity
by
Guy Gaziv
et al
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06-11-2021
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States of confusion: Eye and Head tracking reveal
surgeons confusion during arthroscopic surgery
by
Benedikt Hosp
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06-10-2021
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Scaling Vision with Sparse Mixture of Experts
by
Carlos Riquelme
et al
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06-11-2021
|
TrafficStream: A Streaming Traffic Flow Forecasting
Framework Based on Graph Neural Networks and Continual
Learning
by
Xu Chen
et al
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06-08-2021
|
Seismic Inverse Modeling Method based on Generative
Adversarial Network
by
Pengfei Xie
et al
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06-11-2021
|
Model-Free Learning for Two-Player Zero-Sum Partially
Observable Markov Games with Perfect Recall
by
Tadashi Kozuno
et al
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06-10-2021
|
Deep neural network loses attention to adversarial
images
by
Shashank Kotyan
et al
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06-11-2021
|
Analyzing the Travel and Charging Behavior of Electric
Vehicles -- A Data-driven Approach
by
Sina Baghali
et al
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06-11-2021
|
Data-Driven Multiscale Design of Cellular Composites
with Multiclass Microstructures for Natural Frequency
Maximization
by
Liwei Wang
et al
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06-10-2021
|
Simple Graph Convolutional Networks
by
Luca Pasa
et al
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06-10-2021
|
Informative Policy Representations in Multi-Agent
Reinforcement Learning via Joint-Action Distributions
by
Yifan Yu
et al
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06-09-2021
|
PEBBLE: Feedback-Efficient Interactive Reinforcement
Learning via Relabeling Experience and Unsupervised
Pre-training
by
Kimin Lee
et al
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06-08-2021
|
Incentive Mechanism for Privacy-Preserving Federated
Learning
by
Shuyuan Zheng
et al
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06-08-2021
|
Property-Aware Robot Object Manipulation: a Generative
Approach
by
Luca Garello
et al
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06-10-2021
|
Linear Classifiers Under Infinite Imbalance
by
Paul Glasserman
et al
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06-08-2021
|
Learning from Multiple Noisy Partial Labelers
by
Peilin Yu
et al
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06-08-2021
|
What Makes Multimodal Learning Better than Single
(Provably)
by
Yu Huang
et al
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06-11-2021
|
A Novel Approach to Lifelong Learning: The Plastic
Support Structure
by
Georges Kanaan
et al
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06-10-2021
|
A Mathematical Foundation for Robust Machine Learning
based on Bias-Variance Trade-off
by
Ou Wu
et al
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06-11-2021
|
Going Beyond Linear Transformers with Recurrent Fast
Weight Programmers
by
Kazuki Irie
et al
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06-08-2021
|
Towards a Theoretical Framework of Out-of-Distribution
Generalization
by
Haotian Ye
et al
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06-08-2021
|
SpeechBrain: A General-Purpose Speech Toolkit
by
Mirco Ravanelli
et al
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06-08-2021
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Densely connected normalizing flows
by
Matej Grcić
et al
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06-11-2021
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Model Selection for Bayesian Autoencoders
by
Ba-Hien Tran
et al
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06-10-2021
|
Instance-Level Task Parameters: A Robust Multi-task
Weighting Framework
by
Pavan Kumar Anasosalu Vasu
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06-10-2021
|
Twin Neural Network Regression is a Semi-Supervised
Regression Algorithm
by
Sebastian J. Wetzel
et al
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06-10-2021
|
Exploiting Large-scale Teacher-Student Training for
On-device Acoustic Models
by
Jing Liu
et al
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06-10-2021
|
Differentially Private Federated Learning via Inexact
ADMM
by
Minseok Ryu
et al
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06-10-2021
|
A Unified Framework for Constructing Nonconvex
Regularizations
by
Zhiyong Zhou
|
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06-11-2021
|
Taylor Expansion of Discount Factors
by
Yunhao Tang
et al
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06-08-2021
|
Communication-efficient SGD: From Local SGD to One-Shot
Averaging
by
Artin Spiridonoff
et al
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06-08-2021
|
Self-Supervised Graph Learning with Hyperbolic
Embedding for Temporal Health Event Prediction
by
Chang Lu
et al
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06-11-2021
|
Graph Transformer Networks: Learning Meta-path Graphs
to Improve GNNs
by
Seongjun Yun
et al
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06-09-2021
|
Parameter and Feature Selection in Stochastic Linear
Bandits
by
Ahmadreza Moradipari
et al
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06-09-2021
|
StreamBrain: An HPC Framework for Brain-like Neural
Networks on CPUs, GPUs and FPGAs
by
Artur Podobas
et al
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06-10-2021
|
Quantized Conditional COT-GAN for Video Prediction
by
Tianlin Xu
et al
|
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06-09-2021
|
Implicit field learning for unsupervised anomaly
detection in medical images
by
Sergio Naval Marimont
et al
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06-08-2021
|
The Randomness of Input Data Spaces is an A Priori
Predictor for Generalization
by
Martin Briesch
et al
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06-08-2021
|
What training reveals about neural network complexity
by
Andreas Loukas
et al
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06-11-2021
|
DRLD-SP: A Deep Reinforcement Learning-based Dynamic
Service Placement in Edge-Enabled Internet of Vehicles
by
Anum Talpur
et al
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06-09-2021
|
Multistep Electric Vehicle Charging Station Occupancy
Prediction using Mixed LSTM Neural Networks
by
Tai-Yu Ma
et al
|
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06-08-2021
|
BIGDML: Towards Exact Machine Learning Force Fields for
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by
Huziel E. Sauceda
et al
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06-09-2021
|
Towards Explainable Abnormal Infant Movements
Identification: A Body-part Based Prediction and
Visualisation Framework
by
Kevin D. McCay
et al
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06-09-2021
|
GP-ConvCNP: Better Generalization for Convolutional
Conditional Neural Processes on Time Series Data
by
Jens Petersen
et al
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06-10-2021
|
Early-stopped neural networks are consistent
by
Ziwei Ji
et al
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06-10-2021
|
PARP: Prune, Adjust and Re-Prune for Self-Supervised
Speech Recognition
by
Cheng-I Jeff Lai
et al
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06-10-2021
|
Fair Classification with Adversarial Perturbations
by
L. Elisa Celis
et al
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06-10-2021
|
Revisiting Contrastive Methods for Unsupervised
Learning of Visual Representations
by
Wouter Van Gansbeke
et al
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06-10-2021
|
Compositional Modeling of Nonlinear Dynamical Systems
with ODE-based Random Features
by
Thomas M. McDonald
et al
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06-10-2021
|
Dynamics-Regulated Kinematic Policy for Egocentric Pose
Estimation
by
Zhengyi Luo
et al
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06-10-2021
|
An Interpretable Neural Network for Parameter Inference
by
Johann Pfitzinger
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06-11-2021
|
Topological Detection of Trojaned Neural Networks
by
Songzhu Zheng
et al
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06-11-2021
|
Locally Sparse Networks for Interpretable Predictions
by
Junchen Yang
et al
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06-10-2021
|
Adversarial Graph Augmentation to Improve Graph
Contrastive Learning
by
Susheel Suresh
et al
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06-08-2021
|
Enhancing Robustness of Neural Networks through Fourier
Stabilization
by
Netanel Raviv
et al
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06-08-2021
|
A Survey of Transformers
by
Tianyang Lin
et al
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06-11-2021
|
Knowledge Enhanced Machine Learning Pipeline against
Diverse Adversarial Attacks
by
Nezihe Merve Gürel
et al
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06-09-2021
|
Quickest change detection with unknown parameters:
Constant complexity and near optimality
by
Firas Jarboui
et al
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06-10-2021
|
Rethinking Architecture Design for Tackling Data
Heterogeneity in Federated Learning
by
Liangqiong Qu
et al
|
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06-10-2021
|
Convergence and Alignment of Gradient Descentwith
Random Back propagation Weights
by
Ganlin Song
et al
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06-10-2021
|
A Discontinuity Capturing Shallow Neural Network for
Elliptic Interface Problems
by
Wei-Fan Hu
et al
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06-10-2021
|
Data augmentation in Bayesian neural networks and the
cold posterior effect
by
Seth Nabarro
et al
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06-10-2021
|
Learning Nonparametric Volterra Kernels with Gaussian
Processes
by
Magnus Ross
et al
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06-11-2021
|
Safe Reinforcement Learning with Linear Function
Approximation
by
Sanae Amani
et al
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06-08-2021
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Self-Supervised Learning with Data Augmentations
Provably Isolates Content from Style
by
Julius von Kügelgen
et al
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06-09-2021
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Learning normal form autoencoders for data-driven
discovery of universal,parameter-dependent governing
equations
by
Manu Kalia
et al
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06-10-2021
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Multi-resolution Outlier Pooling for Sorghum
Classification
by
Chao Ren
et al
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06-10-2021
|
ChemRL-GEM: Geometry Enhanced Molecular Representation
Learning for Property Prediction
by
Xiaomin Fang
et al
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06-10-2021
|
Is Homophily a Necessity for Graph Neural Networks?
by
Yao Ma
et al
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06-10-2021
|
A comprehensive solution to retrieval-based chatbot
construction
by
Kristen Moore
et al
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06-09-2021
|
Cooperative Online Learning
by
Tommaso R. Cesari
et al
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06-08-2021
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Submodular + Concave
by
Siddharth Mitra
et al
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06-08-2021
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Predicting Deep Neural Network Generalization with
Perturbation Response Curves
by
Yair Schiff
et al
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06-08-2021
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Ex uno plures: Splitting One Model into an Ensemble of
Subnetworks
by
Zhilu Zhang
et al
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06-08-2021
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Fixed-Budget Best-Arm Identification in Contextual
Bandits: A Static-Adaptive Algorithm
by
MohammadJavad Azizi
et al
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06-09-2021
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Practical Machine Learning Safety: A Survey and Primer
by
Sina Mohseni
et al
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06-11-2021
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Adversarial purification with Score-based generative
models
by
Jongmin Yoon
et al
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06-09-2021
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It Takes Two to Tango: Mixup for Deep Metric Learning
by
Shashanka Venkataramanan
et al
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06-09-2021
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Pulling back information geometry
by
Georgios Arvanitidis
et al
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06-08-2021
|
Bayesian Optimization over Hybrid Spaces
by
Aryan Deshwal
et al
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06-10-2021
|
A Neural Tangent Kernel Perspective of GANs
by
Jean-Yves Franceschi
et al
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06-10-2021
|
Score Matching Model for Unbounded Data Score
by
Dongjun Kim
et al
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06-08-2021
|
XtremeDistilTransformers: Task Transfer for
Task-agnostic Distillation
by
Subhabrata Mukherjee
et al
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06-10-2021
|
Simplifying Deep Reinforcement Learning via
Self-Supervision
by
Daochen Zha
et al
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06-08-2021
|
Nonsmooth Implicit Differentiation for Machine Learning
and Optimization
by
Jérôme Bolte
et al
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06-08-2021
|
Targeted Active Learning for Bayesian Decision-Making
by
Louis Filstroff
et al
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06-08-2021
|
Robust Generalization despite Distribution Shift via
Minimum Discriminating Information
by
Tobias Sutter
et al
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06-08-2021
|
Principled Hyperedge Prediction with Structural
Spectral Features and Neural Networks
by
Changlin Wan
et al
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06-09-2021
|
Energy-Based Models for Code Generation under
Compilability Constraints
by
Tomasz Korbak
et al
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06-09-2021
|
Semantic-aware Binary Code Representation with BERT
by
Hyungjoon Koo
et al
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06-10-2021
|
Cross-domain Contrastive Learning for Unsupervised
Domain Adaptation
by
Rui Wang
et al
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06-09-2021
|
Learning Based Proximity Matrix Factorization for Node
Embedding
by
Xingyi Zhang
et al
|
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06-09-2021
|
Instantaneous Grammatical Error Correction with Shallow
Aggressive Decoding
by
Xin Sun
et al
|
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06-10-2021
|
Domain Transformer: Predicting Samples of Unseen,
Future Domains
by
Johannes Schneider
|
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06-09-2021
|
Network insensitivity to parameter noise via
adversarial regularization
by
Julian Bücher
et al
|
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06-08-2021
|
Object Based Attention Through Internal Gating
by
Jordan Lei
et al
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06-11-2021
|
Keyframe-Focused Visual Imitation Learning
by
Chuan Wen
et al
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06-08-2021
|
Hash Layers For Large Sparse Models
by
Stephen Roller
et al
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06-09-2021
|
HASI: Hardware-Accelerated Stochastic Inference, A
Defense Against Adversarial Machine Learning Attacks
by
Mohammad Hossein Samavatian
et al
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06-10-2021
|
DUET: Detection Utilizing Enhancement for Text in
Scanned or Captured Documents
by
Eun-Soo Jung
et al
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06-10-2021
|
Near-Optimal High Probability Complexity Bounds for
Non-Smooth Stochastic Optimization with Heavy-Tailed
Noise
by
Eduard Gorbunov
et al
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06-10-2021
|
Support Recovery of Sparse Signals from a Mixture of
Linear Measurements
by
Venkata Gandikota
et al
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06-10-2021
|
Beyond BatchNorm: Towards a General Understanding of
Normalization in Deep Learning
by
Ekdeep Singh Lubana
et al
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06-08-2021
|
The best of both worlds: stochastic and adversarial
episodic MDPs with unknown transition
by
Tiancheng Jin
et al
|
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06-10-2021
|
Meta-Learning for Symbolic Hyperparameter Defaults
by
Pieter Gijsbers
et al
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06-10-2021
|
Front Contribution instead of Back Propagation
by
Swaroop Mishra
et al
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06-08-2021
|
LEADS: Learning Dynamical Systems that Generalize
Across Environments
by
Yuan Yin
et al
|
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06-10-2021
|
NAAQA: A Neural Architecture for Acoustic Question
Answering
by
Jerome Abdelnour
et al
|
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06-10-2021
|
DORO: Distributional and Outlier Robust Optimization
by
Runtian Zhai
et al
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06-10-2021
|
On the Robustness of Average Losses for Partial-Label
Learning
by
Jiaqi Lv
et al
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06-10-2021
|
Learning by Watching
by
Jimuyang Zhang
et al
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06-08-2021
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Ghosts in Neural Networks: Existence, Structure and
Role of Infinite-Dimensional Null Space
by
Sho Sonoda
et al
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06-08-2021
|
Uncovering Closed-form Governing Equations of Nonlinear
Dynamics from Videos
by
Lele Luan
et al
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06-09-2021
|
Optimizing Reusable Knowledge for Continual Learning
via Metalearning
by
Julio Hurtado
et al
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06-10-2021
|
Validation of Simulation-Based Testing: Bypassing
Domain Shift with Label-to-Image Synthesis
by
Julia Rosenzweig
et al
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06-08-2021
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Incorporating NODE with Pre-trained Neural Differential
Operator for Learning Dynamics
by
Shiqi Gong
et al
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06-08-2021
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Neural Hybrid Automata: Learning Dynamics with Multiple
Modes and Stochastic Transitions
by
Michael Poli
et al
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06-08-2021
|
On Improving Adversarial Transferability of Vision
Transformers
by
Muzammal Naseer
et al
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06-10-2021
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Anomalous Sound Detection Using a Binary Classification
Model and Class Centroids
by
Ibuki Kuroyanagi
et al
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06-10-2021
|
Global Neighbor Sampling for Mixed CPU-GPU Training on
Giant Graphs
by
Jialin Dong
et al
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06-09-2021
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XBNet : An Extremely Boosted Neural Network
by
Tushar Sarkar
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06-09-2021
|
Non-Parametric Stochastic Sequential Assignment With
Random Arrival Times
by
Danial Dervovic
et al
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06-09-2021
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Symmetric Spaces for Graph Embeddings: A
Finsler-Riemannian Approach
by
Federico López
et al
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06-09-2021
|
Loss function based second-order Jensen inequality and
its application to particle variational inference
by
Futoshi Futami
et al
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06-09-2021
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Bayesian Bellman Operators
by
Matthew Fellows
et al
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06-11-2021
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Coded-InvNet for Resilient Prediction Serving Systems
by
Tuan Dinh
et al
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06-08-2021
|
Large-scale optimal transport map estimation using
projection pursuit
by
Cheng Meng
et al
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06-10-2021
|
Supervising the Transfer of Reasoning Patterns in VQA
by
Corentin Kervadec
et al
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06-10-2021
|
Does Knowledge Distillation Really Work?
by
Samuel Stanton
et al
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06-08-2021
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Simulated Adversarial Testing of Face Recognition
Models
by
Nataniel Ruiz
et al
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06-08-2021
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Scaling Vision Transformers
by
Xiaohua Zhai
et al
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06-08-2021
|
Safe Deep Q-Network for Autonomous Vehicles at
Unsignalized Intersection
by
Kasra Mokhtari
et al
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06-10-2021
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Transformed CNNs: recasting pre-trained convolutional
layers with self-attention
by
Stéphane d'Ascoli
et al
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06-11-2021
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Policy Gradient Bayesian Robust Optimization for
Imitation Learning
by
Zaynah Javed
et al
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06-10-2021
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A Deep Variational Approach to Clustering Survival Data
by
Laura Manduchi
et al
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06-10-2021
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Towards Understanding Generalization via Decomposing
Excess Risk Dynamics
by
Jiaye Teng
et al
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06-11-2021
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K-shot NAS: Learnable Weight-Sharing for NAS with
K-shot Supernets
by
Xiu Su
et al
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06-11-2021
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Learning the Precise Feature for Cluster Assignment
by
Yanhai Gan
et al
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06-11-2021
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PyGAD: An Intuitive Genetic Algorithm Python Library
by
Ahmed Fawzy Gad
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06-10-2021
|
Distance Metric Learning through Minimization of the
Free Energy
by
Dusan Stosic
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