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We are delighted to announce that there have been 29Ìý this year by ×î×¼µÄÁùºÏ²ÊÂÛ̳ researchers, many of whom are part of the AI Centre. Congratulations to all successful authors!

A Class of Algorithms for General Instrumental Variable Models
Niki Kilbertus (Helmholtz AI) · Matt Kusner (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Ricardo Silva (×î×¼µÄÁùºÏ²ÊÂÛ̳)

Online Matrix Completion with Side Information
Mark Herbster (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Stephen Pasteris (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Fai Yu Lisa Tse (×î×¼µÄÁùºÏ²ÊÂÛ̳)

Matern Gaussian processes on Riemannian manifolds
Viacheslav Borovitskiy (St. Petersburg Department of Steklov Mathematical Institute of Russian Academy of Sciences (PDMI RAS)) · Alexander Terenin (Petuum, Inc. and Imperial College London) · Peter Mostowsky (St. Petersburg State University) · Marc Deisenroth (×î×¼µÄÁùºÏ²ÊÂÛ̳)

BlockGAN: Learning 3D Object-aware Scene Representations from Unlabelled Images
Thu Nguyen-Phuoc (University of Bath) · Christian Richardt (University of Bath) · Long Mai (Adobe Research) · Yongliang Yang (University of Bath) · Niloy Mitra (×î×¼µÄÁùºÏ²ÊÂÛ̳)

Probabilistic Active Meta-Learning
Jean Kaddour (Imperial College London) · Steindor Saemundsson (Imperial College London) · Marc Deisenroth (×î×¼µÄÁùºÏ²ÊÂÛ̳)

A Loss Function for Generative Neural Networks Based on Watson’s Perceptual Model
Steffen Czolbe (University of Copenhagen) · Oswin Krause (University of Copenhagen) · Ingemar Cox (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Christian Igel (University of Copenhagen)

A Non-Asymptotic Analysis for Stein Variational Gradient Descent
Anna Korba (Gatsby Unit - ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Adil SALIM (KAUST) · Michael Arbel (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Giulia Luise (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Arthur Gretton (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳)

PAC-Bayesian Bound for the Conditional Value at Risk
Zakaria Mhammedi (The Australian National University and Data61) · Benjamin Guedj (Inria & ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Robert Williamson (ANU)

Online Multitask Learning with Long-Term Memory
Mark Herbster (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Stephen Pasteris (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Fai Yu Lisa Tse (×î×¼µÄÁùºÏ²ÊÂÛ̳)

The NetHack Learning Environment
Heinrich Küttler (Facebook AI Research) · Nantas Nardelli (University of Oxford) · Alexander Miller (Facebook AI Research) · Roberta Raileanu (NYU) · Marco Selvatici (Imperial College London) · Edward Grefenstette (DeepMind) · Tim Rocktäschel (×î×¼µÄÁùºÏ²ÊÂÛ̳ Facebook AI Research)

Barking up the right tree: an approach to search over molecule synthesis DAGs
John Bradshaw (University of Cambridge/MPI IS Tübingen) · Brooks Paige (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Matt Kusner (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Marwin Segler (BenevolentAI) · José Miguel Hernández-Lobato (University of Cambridge)

Learning Fair and Transferable Representations
Luca Oneto (University of Genoa) · Michele Donini (Amazon) · Giulia Luise (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Carlo Ciliberto (Imperial College London) · Massimiliano Pontil (IIT) · Andreas Maurer ()

Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games
Yunqiu Xu (University of Technology Sydney) · Meng Fang (Tencent) · Ling Chen (" University of Technology, Sydney, Australia") · Yali Du (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Joey Tianyi Zhou (IHPC, A*STAR) · Chengqi Zhang (University of Technology Sydney)

Replica-Exchange Nos\'e-Hoover Dynamics for Bayesian Learning on Large Datasets
Rui Luo (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Qiang Zhang (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Yaodong Yang (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Jun Wang (JD AI Research & ×î×¼µÄÁùºÏ²ÊÂÛ̳)

The Wasserstein Proximal Gradient Algorithm
Adil SALIM (KAUST) · Anna Korba (Gatsby Unit - ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Giulia Luise (×î×¼µÄÁùºÏ²ÊÂÛ̳)

Disentangling Human Error from Ground Truth in Segmentation of Medical Images
Le Zhang (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Ryutaro Tanno (Microsoft Research / ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Moucheng Xu (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Chen Jin (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Joseph Jacob (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Olga Cicarrelli (Queen Square Multiple Sclerosis Centre) · Frederik Barkhof (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Daniel Alexander (×î×¼µÄÁùºÏ²ÊÂÛ̳)

Goal-directed Generation of Discrete Structures with Conditional Generative Models
Maolaaisha Aminanmu (University of Geneva,University of Applied Sciences Western Switzerland) · Brooks Paige (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Alexandros Kalousis (University of Applied Sciences, Western Switzerland)

Deep active inference agents using Monte-Carlo methods
Zafeirios Fountas (×î×¼µÄÁùºÏ²ÊÂÛ̳; Emotech Labs) · Noor Sajid (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Pedro Mediano (University of Cambridge ) · Karl Friston (×î×¼µÄÁùºÏ²ÊÂÛ̳)

A kernel test for quasi-independence
Tamara Fernandez (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Wenkai Xu (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Marc Ditzhaus (TU Dortmund University) · Arthur Gretton (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳)

Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networks
Roman Pogodin (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Peter E Latham (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳)

On Second Order Behaviour in Augmented Neural ODEs
Alexander Norcliffe (×î×¼µÄÁùºÏ²ÊÂÛ̳) · Cristian Bodnar (University of Cambridge) · Ben Day (University of Cambridge) · Nikola Simidjievski (University of Cambridge) · Pietro Lió (University of Cambridge)

The Advantage of Conditional Meta-Learning for Biased Regularization and Fine Tuning
Giulia Denevi (University College of London) · Massimiliano Pontil (IIT & ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Carlo Ciliberto (Imperial College London)

Organizing recurrent network dynamics by task-computation to enable continual learning Lea
Duncker (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Laura N Driscoll (Stanford) · Krishna V Shenoy (Stanford University) · Maneesh Sahani (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · David Sussillo (Stanford University)
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Non-reversible Gaussian processes for identifying latent dynamical structure in neural data Virginia
Rutten (Gatsby Computational Neuroscience Unit (×î×¼µÄÁùºÏ²ÊÂÛ̳)) · Alberto Bernacchia (MediaTek Research) · Maneesh Sahani (Gatsby Unit,

×î×¼µÄÁùºÏ²ÊÂÛ̳) · Guillaume Hennequin (Cambridge)Ìý [ORAL]

ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA Ilyes
Khemakhem (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Ricardo Monti (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Diederik P. Kingma (Google) · Aapo Hyvarinen (University of

Helsinki)

COT-GAN: Generating Sequential Data via Causal Optimal Transport
Tianlin Xu (London School of Economics and Political Science) · Wenliang Li (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Michael Munn (Google) · Beatrice Acciaio (London School of Economics)

The interplay between randomness and structure during learning in RNNs
Friedrich Schuessler (Technion) · Francesca Mastrogiuseppe (Gatsby Unit, ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Alexis Dubreuil (ENS) · Srdjan Ostojic (Ecole Normale

Superieure) · Omri Barak (Technion - Israeli institute of technology)

PAC-Bayes Analysis Beyond the Usual
Bounds Omar Rivasplata (DeepMind & ×î×¼µÄÁùºÏ²ÊÂÛ̳) · Ilja Kuzborskij (DeepMind) · Csaba Szepesvari (DeepMind / University of Alberta) · John Shawe-Taylor

(×î×¼µÄÁùºÏ²ÊÂÛ̳)

RELATE: Physically Plausible Multi-Object Scene Synthesis Using Structured Latent Spaces
Sebastien Ehrhardt (University of Oxford) · Oliver Groth (Oxford Robotics Institute) · Aron Monszpart (Niantic) · Martin Engelcke (University of Oxford) · Ingmar Posner (Oxford University) · Niloy Mitra (×î×¼µÄÁùºÏ²ÊÂÛ̳/Adobe) · Andrea Vedaldi (Facebook AI Research and University of Oxford)

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