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Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reshaping Visual Datasets for Domain Adaptation
Boqing Gong · Kristen Grauman · Fei Sha
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Pareto Regret Frontier
Wouter M Koolen
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Non-Linear Domain Adaptation with Boosting
Carlos J Becker · Christos M Christoudias · Pascal Fua
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Probabilistic Movement Primitives
Alexandros Paraschos · Christian Daniel · Jan Peters · Gerhard Neumann
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On model selection consistency of penalized M-estimators: a geometric theory
Jason D Lee · Yuekai Sun · Jonathan E Taylor
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Visual Concept Learning: Combining Machine Vision and Bayesian Generalization on Concept Hierarchies
Yangqing Jia · Joshua T Abbott · Joseph L Austerweil · Tom Griffiths · Trevor Darrell
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dimension-Free Exponentiated Gradient
Francesco Orabona
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Minimax Optimal Algorithms for Unconstrained Linear Optimization
Brendan McMahan · Jacob D Abernethy
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Poisson Graphical Models
Eunho Yang · Pradeep Ravikumar · Genevera I Allen · Zhandong Liu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Mapping paradigm ontologies to and from the brain
Yannick Schwartz · Bertrand Thirion · Gael Varoquaux
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Novel Two-Step Method for Cross Language Representation Learning
Min Xiao · Yuhong Guo
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Tracking Time-varying Graphical Structure
Erich Kummerfeld · David Danks
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Lexical and Hierarchical Topic Regression
Viet-An Nguyen · Jordan Boyd-Graber · Philip Resnik
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
(More) Efficient Reinforcement Learning via Posterior Sampling
Ian Osband · Daniel Russo · Benjamin Van Roy
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimization, Learning, and Games with Predictable Sequences
Sasha Rakhlin · Karthik Sridharan
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Beyond Pairwise: Provably Fast Algorithms for Approximate $k$-Way Similarity Search
Anshumali Shrivastava · Ping Li
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Analyzing the Harmonic Structure in Graph-Based Learning
Xiao-Ming Wu · Zhenguo Li · Shih-Fu Chang
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse Additive Text Models with Low Rank Background
Lei Shi
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Transfer Learning in a Transductive Setting
Marcus Rohrbach · Sandra Ebert · Bernt Schiele
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Mid-level Visual Element Discovery as Discriminative Mode Seeking
Carl Doersch · Abhinav Gupta · Alexei A Efros
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Adaptive Value of Information for Structured Prediction
David J Weiss · Ben Taskar
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Speeding up Permutation Testing in Neuroimaging
Chris Hinrichs · Vamsi Ithapu · Qinyuan Sun · Sterling C Johnson · Vikas Singh
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Documents as multiple overlapping windows into grids of counts
Alessandro Perina · Nebojsa Jojic · Manuele Bicego · Andrzej Truski
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Step-Size for Policy Gradient Methods
Matteo Pirotta · Marcello Restelli · Luca Bascetta
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Point Based Value Iteration with Optimal Belief Compression for Dec-POMDPs
Liam MacDermed · Charles L Isbell
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Deep Fisher Networks for Large-Scale Image Classification
Karen Simonyan · Andrea Vedaldi · Andrew Zisserman
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variational Policy Search via Trajectory Optimization
Sergey Levine · Vladlen Koltun
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Training and Analysing Deep Recurrent Neural Networks
Michiel Hermans · Benjamin Schrauwen
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Actor-Critic Algorithms for Risk-Sensitive MDPs
Prashanth L.A. · Mohammad Ghavamzadeh
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Decision Jungles: Compact and Rich Models for Classification
Jamie Shotton · Toby Sharp · Pushmeet Kohli · Sebastian Nowozin · John Winn · Antonio Criminisi
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Trajectory Preferences for Manipulators via Iterative Improvement
Ashesh Jain · Brian Wojcik · Thorsten Joachims · Ashutosh Saxena
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Higher Order Priors for Joint Intrinsic Image, Objects, and Attributes Estimation
Vibhav Vineet · Carsten Rother · Philip Torr
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Algorithms for Sparse Multi-factor NMF
Siwei Lyu · Xin Wang
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reinforcement Learning in Robust Markov Decision Processes
Shiau Hong Lim · Huan Xu · Shie Mannor
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Feature Selection Dependencies in Multi-task Learning
Daniel Hernández-lobato · José Miguel Hernández-Lobato
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning a Deep Compact Image Representation for Visual Tracking
Naiyan Wang · Dit-Yan Yeung
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Direct 0-1 Loss Minimization and Margin Maximization with Boosting
Shaodan Zhai · Tian Xia · Ming Tan · Shaojun Wang
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Distributed Exploration in Multi-Armed Bandits
Eshcar Hillel · Zohar Karnin · Tomer Koren · Ronny Lempel · Oren Somekh
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
High-Dimensional Gaussian Process Bandits
Josip Djolonga · Andreas Krause · Volkan Cevher
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Binary to Bushy: Bayesian Hierarchical Clustering with the Beta Coalescent
Yuening Hu · Jordan Boyd-Graber · Hal Daumé III · Z. Irene Ying
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning with Switching Costs and Other Adaptive Adversaries
Nicolò Cesa-Bianchi · Ofer Dekel · Ohad Shamir
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning with Costly Features and Labels
Navid Zolghadr · Gábor Bartók · Russell Greiner · András György · Csaba Szepesvari
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reservoir Boosting : Between Online and Offline Ensemble Learning
Leonidas Lefakis · François Fleuret
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris
Victor Gabillon · Mohammad Ghavamzadeh · Bruno Scherrer
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Extracting regions of interest from biological images with convolutional sparse block coding
Marius Pachitariu · Adam M Packer · Noah Pettit · Henry Dalgleish · Michael Hausser · Maneesh Sahani
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
DESPOT: Online POMDP Planning with Regularization
Adhiraj Somani · Nan Ye · David Hsu · Wee Sun Lee
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Daniel Bartz · Klaus-Robert Müller
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Heterogeneous-Neighborhood-based Multi-Task Local Learning Algorithms
Yu Zhang
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Action from Still Image Dataset and Inverse Optimal Control to Learn Task Specific Visual Scanpaths
Stefan Mathe · Cristian Sminchisescu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic
James L Sharpnack · Akshay Krishnamurthy · Aarti Singh
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation
Bogdan Savchynskyy · Jörg Hendrik H Kappes · Paul Swoboda · Christoph Schnörr
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
DeViSE: A Deep Visual-Semantic Embedding Model
Andrea Frome · Greg Corrado · Jon Shlens · Samy Bengio · Jeff Dean · Marc'Aurelio Ranzato · Tomas Mikolov
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convergence of Monte Carlo Tree Search in Simultaneous Move Games
Viliam Lisy · Vojta Kovarik · Marc Lanctot · Branislav Bosansky
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimation Bias in Multi-Armed Bandit Algorithms for Search Advertising
Min Xu · Tao Qin · Tie-Yan Liu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting
Shunan Zhang · Angela Yu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Policy Shaping: Integrating Human Feedback with Reinforcement Learning
Shane Griffith · Kaushik Subramanian · Jonathan Scholz · Charles L Isbell · Andrea L Thomaz
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A multi-agent control framework for co-adaptation in brain-computer interfaces
Josh S Merel · Roy Fox · Tony Jebara · Liam Paninski
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning invariant representations and applications to face verification
Qianli Liao · Joel Leibo · Tomaso Poggio
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables
Cho-Jui Hsieh · Matyas A Sustik · Inderjit S Dhillon · Pradeep Ravikumar · Russell Poldrack
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimal integration of visual speed across different spatiotemporal frequency channels
Matjaz Jogan · Alan A Stocker
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Context-sensitive active sensing in humans
Sheeraz Ahmad · He Huang · Angela Yu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Gaussian Graphical Models with Observed or Latent FVSs
Ying Liu · Alan S Willsky
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Marcelo Fiori · Pablo Sprechmann · Joshua T Vogelstein · Pablo Muse · Guillermo Sapiro
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Modeling Clutter Perception using Parametric Proto-object Partitioning
Chen-Ping Yu · Wen-Yu Hua · Dimitris Samaras · Greg Zelinsky
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
What Are the Invariant Occlusive Components of Image Patches? A Probabilistic Generative Approach
Zhenwen Dai · Georgios Exarchakis · Jörg Lücke
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scalable kernels for graphs with continuous attributes
Aasa Feragen · Niklas Kasenburg · Jens Petersen · Marleen de Bruijne · Karsten Borgwardt
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Understanding variable importances in forests of randomized trees
Gilles Louppe · Louis Wehenkel · Antonio Sutera · Pierre Geurts
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Parallel Sampling of DP Mixture Models using Sub-Cluster Splits
Jason Chang · John W Fisher III
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Conditional Random Fields via Univariate Exponential Families
Eunho Yang · Pradeep Ravikumar · Genevera I Allen · Zhandong Liu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Spatial Filtering with Beta Divergence
Wojciech Samek · Duncan Blythe · Klaus-Robert Müller · Motoaki Kawanabe
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
First-order Decomposition Trees
Nima Taghipour · Jesse Davis · Hendrik Blockeel
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Factorized Asymptotic Bayesian Inference for Latent Feature Models
Kohei Hayashi · Ryohei Fujimaki
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Parametric Task Learning
Ichiro Takeuchi · Tatsuya Hongo · Masashi Sugiyama · Shinichi Nakajima
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result
Paul Wagner
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Third-Order Edge Statistics: Contour Continuation, Curvature, and Cortical Connections
Matthew Lawlor · Steven W Zucker
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reward Mapping for Transfer in Long-Lived Agents
Xiaoxiao Guo · Satinder Singh · Richard L Lewis
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimating the Unseen: Improved Estimators for Entropy and other Properties
Paul Valiant · Gregory Valiant
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Marco Cuturi
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse Inverse Covariance Estimation with Calibration
Tuo Zhao · Han Liu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning word embeddings efficiently with noise-contrastive estimation
Andriy Mnih · koray kavukcuoglu
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Projected Natural Actor-Critic
Philip Thomas · William C Dabney · Stephen Giguere · Sridhar Mahadevan
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning the Local Statistics of Optical Flow
Dan Rosenbaum · Daniel Zoran · Yair Weiss
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Action is in the Eye of the Beholder: Eye-gaze Driven Model for Spatio-Temporal Action Localization
Nataliya Shapovalova · Michalis Raptis · Leonid Sigal · Greg Mori
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables
Jing Xiang · Seyoung Kim
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Symbolic Opportunistic Policy Iteration for Factored-Action MDPs
Aswin Raghavan · Roni Khardon · Alan Fern · Prasad Tadepalli
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Deep Neural Networks for Object Detection
Christian Szegedy · Alexander Toshev · Dumitru Erhan
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning from Limited Demonstrations
Beomjoon Kim · Amir-massoud Farahmand · Joelle Pineau · Doina Precup
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fast Template Evaluation with Vector Quantization
Mohammad Amin Sadeghi · David Forsyth
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces
Mahdi Milani Fard · Yuri Grinberg · Amir-massoud Farahmand · Joelle Pineau · Doina Precup
Poster
Sun Dec 08 02:00 PM -- 06:00 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Geometric optimisation on positive definite matrices for elliptically contoured distributions
Suvrit Sra · Reshad Hosseini