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117
papertalks found
03/08/2020
An Interpretable and Sample Efficient Deep Kernel for Gaussian Process
Yijue Dai
,
Tianjian Zhang
,
Zhidi Lin
and
Feng Yin
,
Sergios Theodoridis
,
Shuguang Cui
Keywords
Abstract
Paper
8:31
03/08/2020
Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation
Marko Jarvenpaa
,
Aki Vehtari
,
Pekka Marttinen
Keywords
Abstract
Paper
8:20
03/08/2020
Graphical continuous Lyapunov models
Gherardo Varando
,
Niels Richard Hansen
Keywords
Abstract
Paper
7:34
03/08/2020
Coresets for Estimating Means and Mean Square Error with Limited Greedy Samples
Saeed Vahidian
,
Baharan Mirzasoleiman
,
Alexander Cloninger
Keywords
Abstract
Paper
9:02
03/08/2020
Bounding the expected run-time of nonconvex optimization with early stopping
Thomas Flynn
,
Kwangmin Yu
,
Abid Malik
and
Nicholas D’Imperio
,
Shinjae Yoo
Keywords
Abstract
Paper
8:12
03/08/2020
Skewness Ranking Optimization for Personalized Recommendation
Chuan-Ju Wang
,
Yu-Neng Chuang
,
Chih-Ming Chen
,
Ming-Feng Tsai
Keywords
Abstract
Paper
8:34
03/08/2020
Semi-supervised Sequential Generative Models
Michael Teng
,
Tuan Anh Le
,
Adam Scibior
,
Frank Wood
Keywords
Abstract
Paper
9:11
03/08/2020
Fair Contextual Multi-Armed Bandits: Theory and Experiments
Yifang Chen
,
Alex Cuellar
,
Haipeng Luo
and
Jignesh Modi
,
Heramb Nemlekar
,
Stefanos Nikolaidis
Keywords
Abstract
Paper
8:16
03/08/2020
Causal screening in dynamical systems
Søren Wengel Mogensen
Keywords
Abstract
Paper
7:15
03/08/2020
PoRB-Nets: Poisson Process Radial Basis Function Networks
Beau Coker
,
Melanie Fernandez Pradier
,
Finale Doshi-Velez
Keywords
Abstract
Paper
8:02
03/08/2020
Static and Dynamic Values of Computation in MCTS
Eren Sezener
,
Peter Dayan
Keywords
Abstract
Paper
8:20
03/08/2020
Measurement Dependence Inducing Latent Causal Models
Alex Markham
,
Moritz Grosse-Wentrup
Keywords
Abstract
Paper
7:51
03/08/2020
Adapting Text Embeddings for Causal Inference
Victor Veitch
,
Dhanya Sridhar
,
David Blei
Keywords
Abstract
Paper
8:51
03/08/2020
Faster algorithms for Markov equivalence
Zhongyi Hu
,
Robin Evans
Keywords
Abstract
Paper
7:35
03/08/2020
Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals
Noam Finkelstein
,
Ilya Shpitser
Keywords
Abstract
Paper
8:02
03/08/2020
On Counterfactual Explanations under Predictive Multiplicity
Martin Pawelczyk
,
Klaus Broelemann
,
Gjergji. Kasneci
Keywords
Abstract
Paper
8:03
03/08/2020
Complete Dictionary Learning via $\ell_p$-norm Maximization
Yifei Shen
,
Ye Xue
,
Jun Zhang
and
Khaled Letaief
,
Vincent Lau
Keywords
Abstract
Paper
8:14
03/08/2020
Flexible Approximate Inference via Stratified Normalizing Flows
Chris Cundy
,
Stefano Ermon
Keywords
Abstract
Paper
7:33
03/08/2020
Structure Learning for Cyclic Linear Causal Models
Carlos Amendola
,
Philipp Dettling
,
Mathias Drton
and
Federica Onori
,
Jun Wu
Keywords
Abstract
Paper
6:58
03/08/2020
Dueling Posterior Sampling for Preference-Based Reinforcement Learning
Ellen Novoseller
,
Yibing Wei
,
Yanan Sui
and
Yisong Yue
,
Joel Burdick
Keywords
Abstract
Paper
7:57
03/08/2020
Provably Efficient Third-Person Imitation from Offline Observation
Aaron Zweig
,
Joan Bruna
Keywords
Abstract
Paper
5:37
03/08/2020
Divergence-Based Motivation for Online EM and Combining Hidden Variable Models
Ehsan Amid
,
Manfred K. Warmuth
Keywords
Abstract
Paper
5:26
03/08/2020
Active Learning of Conditional Mean Embeddings via Bayesian Optimisation
Sayak Ray Chowdhury
,
Rafael Oliveira
,
Fabio Ramos
Keywords
Abstract
Paper
8:26
03/08/2020
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders
Sorawit Saengkyongam
,
Ricardo Silva
Keywords
Abstract
Paper
8:17
03/08/2020
The Hawkes Edge Partition Model for Continuous-time Event-based Temporal Networks
Sikun Yang
,
Heinz Koeppl
Keywords
Abstract
Paper
8:01
03/08/2020
Automated Dependence Plots
David Inouye
,
Liu Leqi
,
Joon Sik Kim
and
Bryon Aragam
,
Pradeep Ravikumar
Keywords
Abstract
Paper
8:35
03/08/2020
Sensor Placement for Spatial Gaussian Processes with Integral Observations
Krista Longi
,
Chang Rajani
,
Tom Sillanpää
and
Joni Mäkinen
,
Timo Rauhala
,
Ari Salmi
,
Edward Haeggström
,
Arto Klami
Keywords
Abstract
Paper
8:26
03/08/2020
No-regret Exploration in Contextual Reinforcement Learning
Aditya Modi
,
Ambuj Tewari
Keywords
Abstract
Paper
8:19
03/08/2020
EiGLasso: Scalable Estimation of Cartesian Product of Sparse Inverse Covariance Matrices
Jun Ho Yoon
,
Seyoung Kim
Keywords
Abstract
Paper
7:33
03/08/2020
Amortized Bayesian Optimization over Discrete Spaces
Kevin Swersky
,
Yulia Rubanova
,
David Dohan
,
Kevin Murphy
Keywords
Abstract
Paper
7:40
03/08/2020
Kidney Exchange with Inhomogeneous Edge Existence Uncertainty
hoda bidkhori
,
John Dickerson
,
Duncan McElfresh
,
Ke Ren
Keywords
Abstract
Paper
9:37
03/08/2020
Semi-Supervised Learning: the Case When Unlabeled Data is Equally Useful
Jingge Zhu
Keywords
Abstract
Paper
7:57
03/08/2020
Kernel Conditional Moment Test via Maximum Moment Restriction
Krikamol Muandet
,
Wittawat Jitkrittum
,
Jonas Kübler
Keywords
Abstract
Paper
6:26
03/08/2020
Multitask Soft Option Learning
Maximilian Igl
,
Andrew Gambardella
,
Jinke He
and
Nantas Nardelli
,
N Siddharth
,
Wendelin Boehmer
,
Shimon Whiteson
Keywords
Abstract
Paper
7:57
03/08/2020
Regret Analysis of Bandit Problems with Causal Background Knowledge
Yangyi Lu
,
Amirhossein Meisami
,
Ambuj Tewari
,
William Yan
Keywords
Abstract
Paper
7:32
03/08/2020
Flexible Prior Elicitation via the Prior Predictive Distribution
Marcelo Hartmann
,
Georgi Agiashvili
,
Paul Bürkner
,
Arto Klami
Keywords
Abstract
Paper
7:54
03/08/2020
Complex Markov Logic Networks: Expressivity and Liftability
Ondrej Kuzelka
Keywords
Abstract
Paper
7:12
03/08/2020
Relaxed Multivariate Bernoulli Distribution and Its Applications to Deep Generative Models
Xi Wang
,
Junming Yin
Keywords
Abstract
Paper
7:56
03/08/2020
Election Control by Manipulating Issue Significance
Andrew Estornell
,
Sanmay Das
,
Edith Elkind
,
Yevgeniy Vorobeychik
Keywords
Abstract
Paper
8:42
03/08/2020
Learning by Repetition: Stochastic Multi-armed Bandits under Priming Effect
Priyank Agrawal
,
Theja Tulabandula
Keywords
Abstract
Paper
7:29
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