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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Deep Architecture for Matching Short Texts
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimistic Concurrency Control for Distributed Unsupervised Learning
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Top-Down Regularization of Deep Belief Networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Zero-Shot Learning Through Cross-Modal Transfer
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Exact and Stable Recovery of Pairwise Interaction Tensors
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Noise-Enhanced Associative Memories
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reconciling "priors'' & "priors" without prejudice?
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
RNADE: The real-valued neural autoregressive density-estimator
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Predicting Parameters in Deep Learning
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Discriminative Transfer Learning with Tree-based Priors
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Distributed Submodular Maximization: Identifying Representative Elements in Massive Data
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Demixing odors - fast inference in olfaction
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Determinantal Point Process Latent Variable Model for Inhibition in Neural Spiking Data
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Machine Teaching for Bayesian Learners in the Exponential Family
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Efficient Random Maximum A-Posteriori Predictors with Non-Decomposable Loss Functions
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Optimization of PCA with Capped MSG
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Matrix Completion From any Given Set of Observations
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian entropy estimation for binary spike train data using parametric prior knowledge
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Perfect Associative Learning with Spike-Timing-Dependent Plasticity
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Hierarchical Community Discovery
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Near-Optimal Entrywise Sampling for Data Matrices
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Firing rate predictions in optimal balanced networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Image Denoising with Multi-Column Deep Neural Networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Nonparametric Multi-group Membership Model for Dynamic Networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Ratio Matching of RBMs for Sparse High-Dimensional Inputs
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Graphical Models for Inference with Missing Data
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning with Noisy Labels
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A memory frontier for complex synapses
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Wavelets on Graphs via Deep Learning
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate inference in latent Gaussian-Markov models from continuous time observations
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Low-rank matrix reconstruction and clustering via approximate message passing
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reasoning With Neural Tensor Networks for Knowledge Base Completion
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regret based Robust Solutions for Uncertain Markov Decision Processes
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Online Inference for Bayesian Nonparametric Relational Models
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalized Denoising Auto-Encoders as Generative Models
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Multi-level Sparse Representations
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Unsupervised Spectral Learning of Finite State Transducers
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Recurrent networks of coupled Winner-Take-All oscillators for solving constraint satisfaction problems
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic blockmodel approximation of a graphon: Theory and consistent estimation
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Structured Learning via Logistic Regression
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Neural representation of action sequences: how far can a simple snippet-matching model take us?
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Large Scale Distributed Sparse Precision Estimation
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multi-Prediction Deep Boltzmann Machines
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Stochastic Feedforward Neural Networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Inferring neural population dynamics from multiple partial recordings of the same neural circuit
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Hidden Markov Models from Non-sequence Data via Tensor Decomposition
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dropout Training as Adaptive Regularization
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Correlations strike back (again): the case of associative memory retrieval
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A simple example of Dirichlet process mixture inconsistency for the number of components
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variance Reduction for Stochastic Gradient Optimization
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Causal Inference on Time Series using Restricted Structural Equation Models
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Transportability from Multiple Environments with Limited Experiments
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Provable Subspace Clustering: When LRR meets SSC
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Decomposing the Proximal Map
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reciprocally Coupled Local Estimators Implement Bayesian Information Integration Distributively
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scalable Influence Estimation in Continuous-Time Diffusion Networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Anonymity via $b$-Matching
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive dropout for training deep neural networks
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning to Pass Expectation Propagation Messages
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Matrix factorization with binary components
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multisensory Encoding, Decoding, and Identification
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Recurrent linear models of simultaneously-recorded neural populations
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A New Convex Relaxation for Tensor Completion
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Two-Layer Modeling
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Distributed Representations of Words and Phrases and their Compositionality
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Translating Embeddings for Modeling Multi-relational Data
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variational Planning for Graph-based MDPs
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian inference as iterated random functions with applications to sequential inference in graphical models
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Memory Limited, Streaming PCA
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Expressive Power of Restricted Boltzmann Machines
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Annealing between distributions by averaging moments
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Phase Retrieval using Alternating Minimization
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Analyzing Hogwild Parallel Gaussian Gibbs Sampling
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Complexity and Approximation of Binary Evidence in Lifted Inference
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Understanding Dropout
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Real-Time Inference for a Gamma Process Model of Neural Spiking
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Capacity of strong attractor patterns to model behavioural and cognitive prototypes
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Universal models for binary spike patterns using centered Dirichlet processes
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Restricting exchangeable nonparametric distributions
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Flexible sampling of discrete data correlations without the marginal distributions
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Auxiliary-variable Exact Hamiltonian Monte Carlo Samplers for Binary Distributions
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Integrated Non-Factorized Variational Inference
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Compete to Compute
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Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests
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