02-09-2022
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Dimensionally Consistent Learning with Buckingham Pi
by
Joseph Bakarji
et al
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02-09-2022
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A survey of unsupervised learning methods for
high-dimensional uncertainty quantification in
black-box-type problems
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Katiana Kontolati
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02-10-2022
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On One-Bit Quantization
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Sourbh Bhadane
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02-10-2022
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Two-Stage Deep Anomaly Detection with Heterogeneous
Time Series Data
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Kyeong-Joong Jeong
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02-11-2022
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Using Random Perturbations to Mitigate Adversarial
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Abigail Swenor
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02-08-2022
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Detecting Anomalies within Time Series using Local
Neural Transformations
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Tim Schneider
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02-09-2022
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New Projection-free Algorithms for Online Convex
Optimization with Adaptive Regret Guarantees
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Dan Garber
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02-08-2022
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Systematically improving existing k-means
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Carlo Baldassi
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02-08-2022
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Improving the Sample-Complexity of Deep Classification
Networks with Invariant Integration
by
Matthias Rath
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02-09-2022
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Cost-effective Framework for Gradual Domain Adaptation
with Multifidelity
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Shogo Sagawa
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02-09-2022
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Agree to Disagree: Diversity through Disagreement for
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Matteo Pagliardini
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02-08-2022
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Class Density and Dataset Quality in High-Dimensional,
Unstructured Data
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Adam Byerly
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02-08-2022
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Data Consistency for Weakly Supervised Learning
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Chidubem Arachie
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02-08-2022
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Deep learning fluid flow reconstruction around
arbitrary two-dimensional objects from sparse sensors
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Ali Girayhan Özbay
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02-08-2022
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skrl: Modular and Flexible Library for Reinforcement
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Antonio Serrano-Muñoz
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02-08-2022
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Provable Reinforcement Learning with a Short-Term
Memory
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Yonathan Efroni
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02-09-2022
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Exploring Structural Sparsity in Neural Image
Compression
by
Shanzhi Yin
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02-08-2022
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Deep Neural Networks to Correct Sub-Precision Errors in
CFD
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Akash Haridas
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02-09-2022
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Target-aware Molecular Graph Generation
by
Cheng Tan
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02-09-2022
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L0Learn: A Scalable Package for Sparse Learning using
L0 Regularization
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Hussein Hazimeh
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02-09-2022
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Bayesian Optimisation for Mixed-Variable Inputs using
Value Proposals
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Yan Zuo
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02-09-2022
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Discovering Concepts in Learned Representations using
Statistical Inference and Interactive Visualization
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Adrianna Janik
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02-10-2022
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Describing image focused in cognitive and visual
details for visually impaired people: An approach to
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Daniel Louzada Fernandes
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02-08-2022
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Impact of Parameter Sparsity on Stochastic Gradient
MCMC Methods for Bayesian Deep Learning
by
Meet P. Vadera
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02-10-2022
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Differential Private Knowledge Transfer for
Privacy-Preserving Cross-Domain Recommendation
by
Chaochao Chen
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02-08-2022
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Unsupervised Time-Series Representation Learning with
Iterative Bilinear Temporal-Spectral Fusion
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Ling Yang
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02-08-2022
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Particle Transformer for Jet Tagging
by
Huilin Qu
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02-10-2022
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Heterogeneous Calibration: A post-hoc model-agnostic
framework for improved generalization
by
David Durfee
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02-09-2022
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A Coupled CP Decomposition for Principal Components
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Michael Weylandt
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02-09-2022
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Transferred Q-learning
by
Elynn Y. Chen
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02-08-2022
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The Rate-Distortion-Perception Tradeoff: The Role of
Common Randomness
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Aaron B. Wagner
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02-10-2022
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Understanding Rare Spurious Correlations in Neural
Networks
by
Yao-Yuan Yang
et al
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02-10-2022
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Deadwooding: Robust Global Pruning for Deep Neural
Networks
by
Sawinder Kaur
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02-08-2022
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Learning Robust Convolutional Neural Networks with
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Kazuki Adachi
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02-10-2022
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DDA3C: Cooperative Distributed Deep Reinforcement
Learning in A Group-Agent System
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Kaiyue Wu
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02-10-2022
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Mixture-of-Rookies: Saving DNN Computations by
Predicting ReLU Outputs
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Dennis Pinto
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02-08-2022
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Robust Hybrid Learning With Expert Augmentation
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Antoine Wehenkel
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02-10-2022
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Quantune: Post-training Quantization of Convolutional
Neural Networks using Extreme Gradient Boosting for
Fast Deployment
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Jemin Lee
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02-08-2022
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PrivFair: a Library for Privacy-Preserving Fairness
Auditing
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Sikha Pentyala
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02-08-2022
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A multiscale spatiotemporal approach for smallholder
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Terence Conlon
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02-08-2022
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Optimal Transport of Binary Classifiers to Fairness
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Maarten Buyl
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02-08-2022
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Unsupervised Source Separation via Self-Supervised
Training
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Ertuğ Karamatlı
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02-08-2022
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Time Series Anomaly Detection by Cumulative Radon
Features
by
Yedid Hoshen
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02-10-2022
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REvolveR: Continuous Evolutionary Models for
Robot-to-robot Policy Transfer
by
Xingyu Liu
et al
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02-09-2022
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Conditional Drums Generation using Compound Word
Representations
by
Dimos Makris
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02-10-2022
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Online Learning for Min Sum Set Cover and Pandoras Box
by
Evangelia Gergatsouli
et al
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02-09-2022
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Log-based Anomaly Detection with Deep Learning: How Far
Are We?
by
Van Hoang Le
et al
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02-08-2022
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Efficiently Escaping Saddle Points in Bilevel
Optimization
by
Minhui Huang
et al
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02-08-2022
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Calibrated Learning to Defer with One-vs-All
Classifiers
by
Rajeev Verma
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02-08-2022
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Comparative Study Between Distance Measures On
Supervised Optimum-Path Forest Classification
by
Gustavo Henrique de Rosa
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02-10-2022
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Controlling the Complexity and Lipschitz Constant
improves polynomial nets
by
Zhenyu Zhu
et al
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02-10-2022
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Characterizing, Detecting, and Predicting Online Ban
Evasion
by
Manoj Niverthi
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02-08-2022
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Fourier Representations for Black-Box Optimization over
Categorical Variables
by
Hamid Dadkhahi
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02-10-2022
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Graph Neural Network for Local Corruption Recovery
by
Bingxin Zhou
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02-10-2022
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Loss-guided Stability Selection
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Tino Werner
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02-09-2022
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False Memory Formation in Continual Learners Through
Imperceptible Backdoor Trigger
by
Muhammad Umer
et al
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02-10-2022
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Near-Optimal Statistical Query Lower Bounds for
Agnostically Learning Intersections of Halfspaces with
Gaussian Marginals
by
Daniel Hsu
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02-09-2022
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No-Regret Learning in Dynamic Stackelberg Games
by
Niklas Lauffer
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02-11-2022
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The Dual Form of Neural Networks Revisited: Connecting
Test Time Predictions to Training Patterns via
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by
Kazuki Irie
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02-08-2022
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Learning to Predict Graphs with Fused
Gromov-Wasserstein Barycenters
by
Luc Brogat-Motte
et al
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02-08-2022
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Learning Sinkhorn divergences for supervised change
point detection
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Nauman Ahad
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02-08-2022
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Transferable Student Performance Modeling for
Intelligent Tutoring Systems
by
Robin Schmucker
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02-08-2022
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Physics-informed neural networks for solving parametric
magnetostatic problems
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Andrés Beltrán-Pulido
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02-08-2022
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Independent Policy Gradient for Large-Scale Markov
Potential Games: Sharper Rates, Function Approximation,
and Game-Agnostic Convergence
by
Dongsheng Ding
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02-08-2022
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TransformNet: Self-supervised representation learning
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Sayed Hashim
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02-10-2022
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Monotone Learning
by
Olivier Bousquet
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02-09-2022
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Stochastic Contextual Dueling Bandits under Linear
Stochastic Transitivity Models
by
Viktor Bengs
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02-11-2022
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Bounded nonlinear forecasts of partially observed
geophysical systems with physics-constrained deep
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by
Said Ouala
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02-08-2022
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Covariate-informed Representation Learning with
Samplewise Optimal Identifiable Variational
Autoencoders
by
Young-geun Kim
et al
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02-11-2022
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A Novel Speech Intelligibility Enhancement Model based
on CanonicalCorrelation and Deep Learning
by
Tassadaq Hussain
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02-08-2022
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PGMax: Factor Graphs for Discrete Probabilistic
Graphical Models and Loopy Belief Propagation in JAX
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Guangyao Zhou
et al
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02-10-2022
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On characterizations of learnability with computable
learners
by
Tom F. Sterkenburg
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02-11-2022
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Meta-learning with GANs for anomaly detection, with
deployment in high-speed rail inspection system
by
Haoyang Cao
et al
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02-10-2022
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Dual Task Framework for Debiasing Persona-grounded
Dialogue Dataset
by
Minju Kim
et al
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02-09-2022
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Adjoint-aided inference of Gaussian process driven
differential equations
by
Paterne Gahungu
et al
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02-08-2022
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Learning Similarity Metrics for Volumetric Simulations
with Multiscale CNNs
by
Georg Kohl
et al
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02-09-2022
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A Reinforcement Learning Approach to Domain-Knowledge
Inclusion Using Grammar Guided Symbolic Regression
by
Laure Crochepierre
et al
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02-09-2022
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Precision Radiotherapy via Information Integration of
Expert Human Knowledge and AI Recommendation to
Optimize Clinical Decision Making
by
Wenbo Sun
et al
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02-10-2022
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Forecasting large-scale circulation regimes using
deformable convolutional neural networks and global
spatiotemporal climate data
by
Andreas Holm Nielsen
et al
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02-08-2022
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KENN: Enhancing Deep Neural Networks by Leveraging
Knowledge for Time Series Forecasting
by
Muhammad Ali Chattha
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02-08-2022
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Orthogonal Matrices for MBAT Vector Symbolic
Architectures, and a Soft VSA Representation for JSON
by
Stephen I. Gallant
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02-09-2022
|
Finding Optimal Arms in Non-stochastic Combinatorial
Bandits with Semi-bandit Feedback and Finite Budget
by
Jasmin Brandt
et al
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02-09-2022
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Model Architecture Adaption for Bayesian Neural
Networks
by
Duo Wang
et al
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02-09-2022
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A hypothesis-driven method based on machine learning
for neuroimaging data analysis
by
JM Gorriz
et al
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02-10-2022
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Adaptive and Robust Multi-task Learning
by
Yaqi Duan
et al
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02-09-2022
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Survey on Graph Neural Network Acceleration: An
Algorithmic Perspective
by
Xin Liu
et al
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02-09-2022
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Lightweight Jet Reconstruction and Identification as an
Object Detection Task
by
Adrian Alan Pol
et al
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02-08-2022
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Understanding the bias-variance tradeoff of Bregman
divergences
by
Ben Adlam
et al
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02-10-2022
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Instance-wise algorithm configuration with graph neural
networks
by
Romeo Valentin
et al
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02-09-2022
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Recurrent Spectral Network (RSN): shaping the basin of
attraction of a discrete map to reach automated
classification
by
Lorenzo Chicchi
et al
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02-08-2022
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Distribution Regression with Sliced Wasserstein Kernels
by
Dimitri Meunier
et al
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02-11-2022
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What Does it Mean for a Language Model to Preserve
Privacy?
by
Hannah Brown
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02-09-2022
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Optimal Hyperparameters and Structure Setting of
Multi-Objective Robust CNN Systems via Generalized
Taguchi Method and Objective Vector Norm
by
Sheng-Guo Wang
et al
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02-08-2022
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Cascaded Debiasing : Studying the Cumulative Effect of
Multiple Fairness-Enhancing Interventions
by
Bhavya Ghai
et al
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02-08-2022
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Accelerometer-based Bed Occupancy Detection for
Automatic, Non-invasive Long-term Cough Monitoring
by
Madhurananda Pahar
et al
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02-09-2022
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A Multimodal Canonical-Correlated Graph Neural Network
for Energy-Efficient Speech Enhancement
by
Leandro Aparecido Passos
et al
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02-08-2022
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Budgeted Combinatorial Multi-Armed Bandits
by
Debojit Das
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02-10-2022
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Computational-Statistical Gaps in Reinforcement
Learning
by
Daniel Kane
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02-08-2022
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Robustness Verification for Attention Networks using
Mixed Integer Programming
by
Hsuan-Cheng Liao
et al
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02-09-2022
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Leverage Score Sampling for Tensor Product Matrices in
Input Sparsity Time
by
David P. Woodruff
et al
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02-10-2022
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AA-TransUNet: Attention Augmented TransUNet For
Nowcasting Tasks
by
Yimin Yang
et al
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02-08-2022
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A Unified Prediction Framework for Signal Maps
by
Emmanouil Alimpertis
et al
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02-08-2022
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GraphDCA -- a Framework for Node Distribution
Comparison in Real and Synthetic Graphs
by
Ciwan Ceylan
et al
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02-10-2022
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Unaligned but Safe -- Formally Compensating Performance
Limitations for Imprecise 2D Object Detection
by
Tobias Schuster
et al
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02-09-2022
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Optimising hadronic collider simulations using
amplitude neural networks
by
Ryan Moodie
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02-08-2022
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Learnings from Federated Learning in the Real world
by
Christophe Dupuy
et al
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02-10-2022
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Game of Privacy: Towards Better Federated Platform
Collaboration under Privacy Restriction
by
Chuhan Wu
et al
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02-10-2022
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Quantization in Layers Input is Matter
by
Daning Cheng
et al
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02-10-2022
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Achieving Minimax Rates in Pool-Based Batch Active
Learning
by
Claudio Gentile
et al
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02-09-2022
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On the Implicit Bias of Gradient Descent for Temporal
Extrapolation
by
Edo Cohen-Karlik
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02-11-2022
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InterpretTime: a new approach for the systematic
evaluation of neural-network interpretability in time
series classification
by
Hugues Turbé
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02-11-2022
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Towards Adversarially Robust Deepfake Detection: An
Ensemble Approach
by
Ashish Hooda
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02-11-2022
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SuperCon: Supervised Contrastive Learning for
Imbalanced Skin Lesion Classification
by
Keyu Chen
et al
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02-10-2022
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Zero Shot Learning for Predicting Energy Usage of
Buildings in Sustainable Design
by
Arun Zachariah
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02-08-2022
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Regulatory Instruments for Fair Personalized Pricing
by
Renzhe Xu
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02-11-2022
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Support Vectors and Gradient Dynamics for Implicit Bias
in ReLU Networks
by
Sangmin Lee
et al
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02-11-2022
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A PDE-Based Analysis of the Symmetric Two-Armed
Bernoulli Bandit
by
Vladimir A. Kobzar
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02-11-2022
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A Modern Self-Referential Weight Matrix That Learns to
Modify Itself
by
Kazuki Irie
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02-08-2022
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A Data-Driven Approach to Robust Hypothesis Testing
Using Sinkhorn Uncertainty Sets
by
Jie Wang
et al
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02-10-2022
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Trust in AI: Interpretability is not necessary or
sufficient, while black-box interaction is necessary
and sufficient
by
Max W. Shen
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02-09-2022
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Rethinking Goal-conditioned Supervised Learning and Its
Connection to Offline RL
by
Rui Yang
et al
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02-08-2022
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Linear Time Kernel Matrix Approximation via
Hyperspherical Harmonics
by
John Paul Ryan
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02-08-2022
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Federated Learning of Generative Image Priors for MRI
Reconstruction
by
Gokberk Elmas
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02-08-2022
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An Improved Analysis of Gradient Tracking for
Decentralized Machine Learning
by
Anastasia Koloskova
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02-11-2022
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Continual Learning with Invertible Generative Models
by
Jary Pomponi
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02-10-2022
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Accountability in an Algorithmic Society:
Relationality, Responsibility, and Robustness in
Machine Learning
by
A. Feder Cooper
et al
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02-09-2022
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TinyM22Net: A Flexible System Algorithm Co-designed
Multimodal Learning Framework for Tiny Devices
by
Hasib-Al Rashid
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02-08-2022
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A Mini-Block Natural Gradient Method for Deep Neural
Networks
by
Achraf Bahamou
et al
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02-09-2022
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Measuring disentangled generative spatio-temporal
representation
by
Sichen Zhao
et al
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02-09-2022
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Active Learning Improves Performance on Symbolic
RegressionTasks in StackGP
by
Nathan Haut
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02-09-2022
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Missing Data Imputation and Acquisition with Deep
Hierarchical Models and Hamiltonian Monte Carlo
by
Ignacio Peis
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02-08-2022
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Evaluating Causal Inference Methods
by
Harsh Parikh
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02-11-2022
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A Wasserstein GAN for Joint Learning of Inpainting and
its Spatial Optimisation
by
Pascal Peter
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02-09-2022
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Understanding Hyperdimensional Computing for Parallel
Single-Pass Learning
by
Tao Yu
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02-08-2022
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MMLN: Leveraging Domain Knowledge for Multimodal
Diagnosis
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Haodi Zhang
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02-10-2022
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A Survey on Programmatic Weak Supervision
by
Jieyu Zhang
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02-10-2022
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Minimax Regret Optimization for Robust Machine Learning
under Distribution Shift
by
Alekh Agarwal
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02-11-2022
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Measuring dissimilarity with diffeomorphism invariance
by
Théophile Cantelobre
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02-08-2022
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Hierarchical Dependency Constrained Tree Augmented
Naive Bayes Classifiers for Hierarchical Feature Spaces
by
Cen Wan
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02-08-2022
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Teaching Networks to Solve Optimization Problems
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Xinran Liu
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02-08-2022
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Intelligent Autonomous Intersection Management
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Udesh Gunarathna
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02-10-2022
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DDoS-UNet: Incorporating temporal information using
Dynamic Dual-channel UNet for enhancing
super-resolution of dynamic MRI
by
Soumick Chatterjee
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02-08-2022
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Can We Generate Shellcodes via Natural Language? An
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by
Pietro Liguori
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02-08-2022
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Spectral Propagation Graph Network for Few-shot Time
Series Classification
by
Ling Yang
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