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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
Evan W Archer · Il Memming Park · Jonathan W Pillow
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
Jerry Zhu
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
Richard Socher · Milind Ganjoo · Christopher D Manning · Andrew Y Ng
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
Asrar Ahmed · Pradeep Varakantham · Yossiri Adulyasak · Patrick Jaillet
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variational Planning for Graph-based MDPs
Qiang Cheng · Qiang Liu · Feng Chen · Alexander Ihler
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Restricting exchangeable nonparametric distributions
Sinead Williamson · Steven MacEachern · Eric Xing
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
Richard Socher · Danqi Chen · Christopher D Manning · Andrew Y Ng
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
Botond Cseke · Manfred Opper · Guido Sanguinetti
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
Shinichi Nakajima · Akiko Takeda · S. Derin Babacan · Masashi Sugiyama · Ichiro Takeuchi
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
Elias Bareinboim · Sanghack Lee · Vasant Honavar · Judea Pearl
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Memory Limited, Streaming PCA
Ioannis Mitliagkas · Constantine Caramanis · Prateek Jain
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
Troy Lee · Adi Shraibman
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Decomposing the Proximal Map
Yao-Liang Yu
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning with Noisy Labels
Nagarajan Natarajan · Inderjit S Dhillon · Pradeep Ravikumar · Ambuj Tewari
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
Guy Van den Broeck · Adnan Darwiche
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dropout Training as Adaptive Regularization
Stefan Wager · Sida Wang · Percy Liang
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
Cristina Savin · Peter Dayan · Mate Lengyel
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
Fang Han · Han Liu
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Matrix factorization with binary components
Martin Slawski · Matthias Hein · Pavlo Lutsik
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Understanding Dropout
Pierre Baldi · Peter Sadowski
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Anonymity via $b$-Matching
Krzysztof M Choromanski · Tony Jebara · Kui Tang
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
Yacine Jernite · Yoni Halpern · David Sontag
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?
Cheston Tan · Jedediah M Singer · Thomas Serre · David Sheinberg · Tomaso Poggio
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
Jeffrey W Miller · Matthew T Harrison
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
Xinghao Pan · Joseph Gonzalez · Stefanie Jegelka · Tamara Broderick · Michael Jordan
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
Marius Pachitariu · Biljana Petreska · Maneesh Sahani
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Structured Learning via Logistic Regression
Justin Domke
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
Christian Albers · Maren Westkott · Klaus R Pawelzik
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Noise-Enhanced Associative Memories
Amin Karbasi · Amir Hesam Salavati · Amin Shokrollahi · Lav R Varshney
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
Benigno Uria · Iain Murray · Hugo Larochelle
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
Jonas Peters · Dominik Janzing · Bernhard Schölkopf
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Phase Retrieval using Alternating Minimization
Praneeth Netrapalli · Prateek Jain · Sujay Sanghavi
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
Jimmy Ba · Brendan Frey
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
Yu-Xiang Wang · Huan Xu · Chenlei Leng
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
Alfredo Kalaitzis · Ricardo Silva
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
Haichao Zhang · David Wipf
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Hierarchical Community Discovery
Charles Blundell · Yee Whye Teh
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
Tzu-Kuo Huang · Jeff Schneider
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Predicting Parameters in Deep Learning
Misha Denil · Babak Shakibi · Laurent Dinh · Marc'Aurelio Ranzato · Nando de Freitas
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
Wen-Hao Zhang · Si Wu
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variance Reduction for Stochastic Gradient Optimization
Chong Wang · Xi Chen · Alexander Smola · Eric Xing
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
Edo M Airoldi · Thiago B Costa · Stanley H Chan
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
Raphael Bailly · Xavier Carreras · Ariadna Quattoni
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Multi-level Sparse Representations
Ferran Diego Andilla · Fred Hamprecht
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
Yoshua Bengio · Li Yao · Guillaume Alain · Pascal Vincent
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
Ryosuke Matsushita · Toshiyuki Tanaka
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
Dae Il Kim · Prem Gopalan · David Blei · Erik Sudderth
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A memory frontier for complex synapses
Subhaneil Lahiri · Surya Ganguli
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
Karthika Mohan · Judea Pearl · Jin Tian
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
Zhengdong Lu · Hang Li
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
Myunghwan Kim · Jure Leskovec
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
Vikash Mansinghka · Tejas D Kulkarni · Yura N Perov · Josh Tenenbaum
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
David G Barrett · Sophie Denève · Christian K Machens
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
Shouyuan Chen · Michael Lyu · Irwin King · Zenglin Xu
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
Raman Arora · Andrew Cotter · Nati Srebro
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
Hanlin Goh · Nicolas Thome · Matthieu Cord · Joo-Hwee Lim
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
Jasper Snoek · Richard Zemel · Ryan Adams
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Demixing odors - fast inference in olfaction
Agnieszka Grabska-Barwinska · Jeff Beck · Alexandre Pouget · Peter E Latham
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
Baharan Mirzasoleiman · Amin Karbasi · Rik Sarkar · Andreas Krause
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reconciling "priors'' & "priors" without prejudice?
Remi Gribonval · Pierre Machart
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Compete to Compute
Rupesh K Srivastava · Jonathan Masci · Sohrob Kazerounian · Faustino Gomez · Jürgen Schmidhuber
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
Il Memming Park · Evan W Archer · Kenneth W Latimer · Jonathan W Pillow
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Integrated Non-Factorized Variational Inference
Shaobo Han · Xuejun Liao · Lawrence Carin
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
Ari Pakman · Liam Paninski
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
Abbas Edalat
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Analyzing Hogwild Parallel Gaussian Gibbs Sampling
Matthew Johnson · James Saunderson · Alan S Willsky
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
Arash Amini · XuanLong Nguyen
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Two-Layer Modeling
Özlem Aslan · Hao Cheng · Xinhua Zhang · Dale Schuurmans
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
Tomas Mikolov · Ilya Sutskever · Kai Chen · Greg Corrado · Jeff Dean
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
Sam Patterson · Yee Whye Teh
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
Srinivas C Turaga · Lars Buesing · Adam M Packer · Henry Dalgleish · Noah Pettit · Michael Hausser · Jakob H Macke
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Stochastic Feedforward Neural Networks
Charlie Tang · Russ Salakhutdinov
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multi-Prediction Deep Boltzmann Machines
Ian Goodfellow · Mehdi Mirza · Aaron Courville · Yoshua Bengio
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Large Scale Distributed Sparse Precision Estimation
Huahua Wang · Arindam Banerjee · Cho-Jui Hsieh · Pradeep Ravikumar · Inderjit S Dhillon
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
Hesham Mostafa · Lorenz K Muller · Giacomo Indiveri
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Wavelets on Graphs via Deep Learning
Raif Rustamov · Leonidas J Guibas
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
Yann Dauphin · Yoshua Bengio
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
Forest Agostinelli · Michael R Anderson · Honglak Lee
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
Dimitris Achlioptas · Zohar Karnin · Edo Liberty
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
Xiaoqin Zhang · Di Wang · Zhengyuan Zhou · Yi Ma
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
Tamir Hazan · Subhransu Maji · Joseph Keshet · Tommi Jaakkola
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
Nitish Srivastava · Russ Salakhutdinov
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Annealing between distributions by averaging moments
Roger Grosse · Chris Maddison · Russ Salakhutdinov
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
David Carlson · Vinayak Rao · Joshua T Vogelstein · Lawrence Carin
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
Antoine Bordes · Nicolas Usunier · Alberto Garcia-Duran · Jason Weston · Oksana Yakhnenko
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
James Martens · Arkadev Chattopadhya · Toni Pitassi · Richard Zemel
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
Bernardino Romera-Paredes · Massimiliano Pontil
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
Nan Du · Le Song · Manuel Gomez Rodriguez · Hongyuan Zha
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multisensory Encoding, Decoding, and Identification
Aurel A Lazar · Yevgeniy B Slutskiy
Poster
Fri Dec 06 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning to Pass Expectation Propagation Messages
Nicolas Heess · Daniel Tarlow · John Winn