Ubisoft La Forge

Publications et présentations académiques d'Ubisoft la Forge

Voir toutes les publications et présentations scientifiques externes de la Forge

BOTS & BEHAVIORS
CHARACTER & ANIMATION
ENVIRONMENT GRAPHICS & SIMULATIONS
PLAYER EXPERIENCE
SOFTWARE ENGINEERING
SOUND
2D
MACHINE LEARNING

BOTS & BEHAVIORS

A Continual Offline Reinforcement Learning Benchmark for Navigation Tasks (https://sites.google.com/view/continual-nav-bench)
IEEE CoG 2025
Contributors: Anthony Kobanda; Rémy Portelas; Odalric-Ambrym Maillard

Navigation with QPHIL: Quantizing Planner for Hierarchical Implicit Q-Learning (https://2025.ijcnn.org/)
IJCNN 2025
Contributors : Alexi Canesse; Mathieu Petitbois; Ludovic Denoyer, Sylvain Lamprier; Rémy Portelas

Navigation with QPHIL: Quantizing Planner for Hierarchical Implicit Q-Learning (https://openreview.net/forum?id=GLuZg4l8ms&referrer=%5Bthe%20profile%20of%20R%C3%A9my%20Portelas%5D(%2Fprofile%3Fid%3D~R%C3%A9my_Portelas1)
ICLR Workshop Robot Learning 2025
Contributors : Alexi Canesse; Mathieu Petitbois; Ludovic Denoyer, Sylvain Lamprier; Rémy Portelas

Hierarchical Subspaces of Policies for Continual Offline Reinforcement Learning (https://openreview.net/forum?id=WNzxsWtjUV&referrer=%5Bthe%20profile%20of%20R%C3%A9my%20Portelas%5D(%2Fprofile%3Fid%3D~R%C3%A9my_Portelas1)
ICLR Workshop MCDC2025
Contributors : Anthony Kobanda; Rémy Portelas; Odalric-Ambrym Maillard; Ludovic Denoyer

Offline Learning of Controllable Diverse Behaviors (https://openreview.net/forum?id=bYCIdcBpEm)
ICLR Workshop Generative Models 2025
Contributors ; Mathieu Petitbois; Ludovic Denoyer; Sylvain Lamprier; Rémy Portelas

Efficient Active Imitation Learning with Random Network Distillation (https://sites.google.com/view/rnd-dagger)
ICLR 2025
Contributors : Emilien Biré; Anthony Kobanda; Ludovic Denoyer; Rémy Portelas

Efficient Visibility Approximation for Game AI using Neural Omnidirectional Distance Fields (View Paper)
I3D/PACMCGIT 2024
Contributors: Zhi Ying, Nicholas Edwards, Mikhail Kutuzov

Minimax Exploiter: A Data Efficient Approach for Competitive Self-Play (View Paper)
AAMAS, 2024
Contributors: Daniel Baraimian, Philippe Marcotte, Joshua Romoff, Gabriel Robert, Derek Nowrouzezahrai

Improving Intrinsic Exploration by Creating Stationary Objectives (View Paper)
Neurips workshop ALOE, 2023
Contributors: Roger Creus Castanyer, Joshua Romoff, Glen Berseth

Machine Learning Summit: Natural Language Generation for Games Writing
GDC, 2023
Contributors: Ben Swanson

Industry Talk (Generative AI for Narrative at Ubisoft)
IEEE CoG, 2023
Contributors: Ben Swanson

Policy Diversity for Cooperative Agents (View Paper)
IEEE CoG, 2023
Contributors: Mingxi Tan, Andong Tian, Ludovic Denoyer

Learning Computational Efficient Bots & Behaviors with Costly Features
IEEE CoG, 2023
Contributors: Anthony Kobanda, Valliappan C.A., Joshua Romoff, Ludovic Denoyer

Generating Video Game Scripts with Style (View Paper)
ACL NLP4ConvAI workshop, 2023
Contributors: Gaetan Lopez Latouche, Ben Swanson, Laurence Marcotte

Measuring Disentanglement: A Review of Metrics (View Paper)
MICCAI Workshop on Medical Applications with Disentanglements, 2022
Contributors: Marc-André Carbonneau, Julian Zaidi, Jonathan Boilard, Ghyslain Gagnon

Direct Behavior Specification via Constrained Reinforcement Learning (View Paper, Blog, GitHub)
ICML, 2022
Contributors: Roy, Julien and Girgis, Roger and Romoff, Joshua and Bacon, Pierre-Luc and Pal, Chris J

Regularized Soft Actor-Critic for Behavior Transfer Learning (View Paper)
IEEE CoG, 2022
Contributors: Tan Ming Xi, Tian An Dong, Ludovic Denoyer

Deep Reinforcement Learning for Navigation in AAA Video Games (View Paper)
IJCAI, 2021
Contributors: Eloi Alonso, Maxim Peter, David Goumard, Joshua Romoff

Graph augmented Deep Reinforcement Learning in the GameRLand3D environment (View Paper)
AAAI Workshop on Games, 2021
Contributors: Edward Beeching, Philippe Marcotte, Maxim Peter, Joshua Romoff

Direct Behavior Specification via Constrained Reinforcement Learning (View Paper)
AAAI-20 Workshop on Reinforcement Learning in Games, 2021
Contributors: Julien Roy, Roger Girgis, Joshua Romoff, Pierre-Luc Bacon, Christopher Pal

Off Policy Differentiable Logic Reinforcement Learning
ECML PKDD, 2021
Contributors: Li Zhang, Xin Li, Mingzhong Wang and Tian An Dong

Deep RL for Navigation in AAA Video Games (View Paper)
NeurIPS 2020 Challenges of Real-World RL workshop, 2020
Contributors: Eloi Alonso, Maxim Peter, David Goumard, Joshua Romoff

Adversarial Soft Advantage Fitting (View Paper)
NeurIPS, 2020
Contributors: Paul Barde, Julien Roy, Wonseok Jeon, Joelle Pineau, Christopher Pal, Derek Nowrouzezahrai

Discrete and Continuous Action Representation for Practical RL in Video Games (View Paper)
AAAI, 2020
Contributors: Olivier Delalleau, Maxim Peter, Eloi Alonso, Adrien Logut

Measuring Disentanglement: a Review of Metrics (View Paper)
IEEE Transactions on Neural Networks and Learning Systems, 2020
Contributors: Julian Zaidi, Jonathan Boilard, Ghyslain Gagnon and Marc-André Carbonneau

Smart Bots & Behaviors for Better Games: Reinforcement Learning in Production (Presentation)
GDC, 2019
Contributors: Olivier Delalleau

Reinforcement learning in video games development
Autodesk Meetup, 2018
Contributors: Olivier Delalleau & Adrien Logut

Deep RL in action: For Honor & Watch_Dogs 2 case studies
AI & Games Summer School, 2018
Contributors: Olivier Delalleau

Learn to play games: The SmartBots & Behaviors initiative
Automated Test Summit, 2018
Contributors: Adrien Logut

Reinforcement Learning as a Production Tool on AAA Games
GAIN, 2017
Contributors: Olivier Delalleau and Adrien Logut

CHARACTER & ANIMATION

Model See Model Do: Speech-Driven Facial Animation with Style Control (https://ubisoft-laforge.github.io/character/msmd/)
SIGGRAPH 2025
Contributors: Yifang (Evan) Pan, Karan Singh, Luiz Gustavo Hafemann

Geometry-Aware Texture Generation for 3D Head Modeling with Artist-driven Control (https://cveu.github.io/)
CVPR Workshop 2025
Contributors : Amin Fadaeinejad, Abdallah Dib, Luiz Gustavo Hafemann, Emeline Got, Trevor Anderson, Amaury Depierre, Nikolaus F. Troje, Marcus A Brubaker, Marc-André Carbonneau

Pixels and Algorithms: AI's Role in Shaping Gaming Experiences (https://queertech.org/page/qtqonference)
QT Qonference (panel speaker) 2024
Contributors : Ylva Ferstl

Animation Panel (Facial animation) (Recording)
Dilaogue Numerique 2024
Contributors : Luiz Gustavo Hafemann

Modeling Affect for Synthesis (https://aihealthsymposium2024.squarespace.com/)
FRQ-S Co-Chair in AI and Digital Health Symposium 2024
Contributors: Marc-André Carbonneau

AI-Assisted Fine-Grained Artistic Control for 3D Head Generation
ECCV - Workshop 2024
Contributiors : Amin Fadaeinejad, Abdallah Dib, Luiz Gustavo Hafemann, Emeline Got, Trevor Anderson, Amaury Depierre, Nikolaus Troje, Marcus Brubaker, Marc-André Carbonneau

UPose3D Uncertainty-Aware 3D Human Pose Estimation with Cross-View and Temporal Cues (Paper)
ECCV 2024
Contributors : Vandad Davoodnia, Saeed Ghorbani, Marc-André Carbonneau, Alexandre Messier, Ali Etemad

MoSAR: Monocular Semi-Supervised Model For Avatar Reconstruction Using Differentiable Shading (View Paper, GitHub)
CVPR, 2023
Contributors: Abdallah Dib, Luiz Gustavo Hafemann, Emeline Got, Trevor Anderson, Amin Fadaeinejad, Rafael M. O. Cruz, Marc-André Carbonneau

Generating Emotionally Expressive Look-At Animation (View Paper)
MIG '23, 2023
Contributors: Ylva Ferstl

Exemplar-based Stylized Gesture Generation from Speech: An Entry to the GENEA Challenge 2022 (Challenge Entry)
ICMI '22: International Conference on Multimodal Interaction, 2022
Contributors: Saeed Ghorban, Ylva Ferstl, Marc-André Carbonneau

Face Editing using Part-based Optimization of the Latent Space (View Paper)
Computer Graphics Forum, 2023
Contributors: Mohammad Amin Aliari, Andre Beauchamps, Tiberiu Popa, Eric Paquette

ZeroEGGS: Zero-shot Example-based Gesture Generation from Speech (Paper, demo, supplementary material)
Computer Graphic Forum
Contributors: Saeed Ghorbani, Ylva Ferstl, Daniel Holden, Nikolaus F. Troje, Marc-André Carbonneau

Artists Guided Generation of Video Game Production Quality Face Textures (View Paper)
Computers & Graphics Journal, 2021
Contributors: Christian Murphy, Sudhir Mudur, Daniel Holden, Marc-Andre Carbonneau, Donya Ghafourzadeh, and Andre Beauchamp

Curvature Analysis of Sculpted Hair Meshes for Hair Guides Generation (View Paper)
CGI, 2021
Contributors: Florian Pellegrin, Andre Beauchamp and Eric Paquette

SuperTrack: Motion Tracking for Physically Simulated Characters using Supervised Learning (View Paper, Video)
SIGGRAPH Asia, 2021
Contributors: Levi Fussell, Kevin Bergamin, Daniel Holden

Robotic Character in Video Games (Presentation)
ICRA, 2021
Contributors: Daniel Holden, Kevin Bergamin

ZooBuilder: 2D and 3D Pose Estimation for Quadrupeds Using Synthetic Data (Poster, View Paper)
CV4Animals Workshop , 2021
Contributors: Abassin Sourou Fangbemi

Appearance Controlled Face Texture Generation for Video Game Character (Best Student Paper) (View Paper)
MIG, 2020
Contributors: Christian Murphy, Sudhir Mudur, Daniel Holden, Marc-André Carbonneau, Donya Ghafourzadeh, Andre Beauchamp

Learned Motion Matching (View Paper, Video)
SIGGRAPH, 2020
Contributors: Daniel Holden, Oussama Kanoun, Maksym Perepichka, Tiberiu Popa

Robust Motion In-Betweening (View Paper, Video)
SIGGRAPH, 2020
Contributors: Félix G. Harvey, Mike Yurick, Derek Nowrouzezahrai, Christopher Pal

Part-based 3D Face Morphable Model with Anthropometric Local Control (Best Student Paper) (View Paper)
GI, 2020
Contributors: Donya Ghafourzadeh, Cyrus Rahgoshay, Sahel Fallahdoust, Andre Beauchamp, Adeline Aubame, Tiberiu Popa, Eric Paquette

Animation Retrieval
SIGGRAPH - Making Machine Learning Work: From Ideas to Production Tools - Course, 2020
Contributors: Mike Yurick

Ragdoll Motion Matching (Video)
GDC, 2020
Contributors: Simon Clavet

Machine Learning, Physics Simulation, Kolmogorov Complexity, and Squishy Bunnies (Video)
GDC, 2020
Contributors: Daniel Holden

ZooBuilder: 3D Animations From Videos for Quadrupeds (Presentation)
SIGGRAPH Asia, 2020
Contributors: Abassin Sourou Fangbemi, Alexis Rolland

ZooBuilder: 2D and 3D Pose Estimation for Quadrupeds Using Synthetic Data (View Paper,Presentation)
SCA, 2020
Contributors: Abassin Sourou Fangbemi, Yi Fei Lu, Mao Yuan Xu, Xiao Wu Luo, Alexis Rolland, Chedy Raissi

A new Era of Performance Capture with Machine Learning (Presentation)
GDC, 2019
Contributors: Daniel Holden

Subspace Neural Physics: Fast Data-Driven Interactive Simulation (Video)
SCA, 2019
Contributors: Daniel Holden, Bang Chi Duong, Sayantan Datta, Derek Nowrouzezahrai

Robust Marker Trajectory Repair for MOCAP using Kinematic Reference (Presentation)
MIG, 2019
Contributors: Maksym Perepichka, Daniel Holden, Sudhir P. Mudur, Tiberiu Popa

DReCon: Data-Driven Responsive Control of Physics-Based Characters (View Paper, Video, Blog)
SIGGRAPH Asia, 2019
Contributors: Kevin Bergamin, Simon Clavet, Daniel Holden, James Richard Forbes

Robust Solving of Optical Motion Capture Data by Denoising (View Paper)
SIGGRAPH, 2018
Contributors: Daniel Holden

Recurrent Transition Networks for Character Locomotion (Technical Briefs) (View Paper)
SIGGRAPH Asia, 2018
Contributors: Félix G. Harvey, Chris Pal

Character Control with Neural Networks and Machine Learning (Presentation)
GDC, 2018
Contributors: Daniel Holden

Machine Learning in the Toolbox of Game Development
MIG / i3D, 2018
Contributors: Daniel Holden

SOFTWARE ENGINEERING

Non-Flaky and Nearly-Optimal Time-based Treatment of Asynchronous Wait Web Tests (Paper)
TOSEM, 2024
Contributor : Yu Pei, Jeongju Sohn, Sarra Habchi, Mike Papadakis

The Importance of Accounting for Execution Failures when Predicting Test Flakiness within
ASE 2024
Contributors: Guillaume Haben, Sarra Habchi, John Micco, Mark Harman, Mike Papadakis, Maxime Cordy, Yves Le Traon

Overcoming Engineering Obstacles in AAA Game Productions: Practical Solutions and Future Directions Abstract
SIESTA, 2024
Contributors : Sarra Habchi

Practical AI Applications for Improving Game Development Pipelines
CEDEC 2024
Contributors : Sarra Habchi

Cultivating Research to Enhance the CI/CD of AAA Video Games
ICPC Keynote 2024
Contributors : Sarra Habchi

An empirical study on code review activity prediction in practice (View Paper)
FSE, 2024
Contributors: Doriane Olewicki, Sarra Habchi, Bram Adams

Code Impact Beyond Disciplinary Boundaries: Constructing A Multidisciplinary Dependency Graph and Analyzing Cross-Boundary Impact (View Paper)
ICSE - SEIP, 2024
Contributors: Gengyi Sun, Mehran Meidani, Sarra Habchi, Mathieu Nayrolles, Shane McIntosh

On the Costs and Benefits of Adopting Lifelong Learning for Software Analytics - Empirical Study on Brown Build and Risk Prediction (View Paper)
ICSE - SEIP, 2024
Contributors: Doriane Olewicki, Sarra Habchi, Mathieu Nayrolles, Mojtaba Faramarzi, Sarath Chandar, Bram Adams

Searching bug instances in gameplay video repositories (View Paper)
IEEE Transactions on Games, 2024
Contributors: Mohammad Reza Taesiri, Finlay Macklon, Sarra Habchi, and Cor-Paul Bezemer

ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification (View Paper, GitHub)
NeurIPS Datasets and Benchmarks Track, 2023
Contributors: Mohammad Reza Taesiri, Giang Nguyen, Sarra Habchi, Cor-Paul Bezemer, Anh Nguyen

Quality Engineering in the Video Game Industry: Challenges and Opportunities (Presentation)
CSER, 2023
Contributors: Sarra Habchi

Performance Prediction From Source Code Is Task and Domain Specific (View Paper)
ICPC, 2023
Contributors: Markus Bock, Sarra Habchi, Mathieu Nayrolles, Jurgen Cito

Predictive Dead Reckoning for Online Peer-to-Peer Games (View Paper)
IEEE TRANSACTIONS ON GAMES, 2023
Contributors: Tristan Walker, Barry Gilhuly, Armin Sadeghi, Matt Delbosc, and Stephen L. Smith

Towards Language-independent Brown Build Detection (View Paper)
ICSE, 2022
Contributors: Doriane Olewicki, Mathieu Nayrolles and Bram Adams

The Analysis of Time Series Forecasting on Resource Provision of Cloud-based Game Servers (View Paper)
IEEE - International Conference on Big Data (Big Data), 2021
Contributors: Esma Mouine

CLEVER: Combining Code Metrics with Clone Detection for Just-In-Time Fault Prevention and Resolution in Large Industrial Projects (View Paper)
IEEE/ACM 15th International Conference on Mining Software Repositories (MSR), 2018
Contributors: Mathieu Nayrolles (Architect, Ubisoft Mtl) and Abdelwahab Hamou-Lhadj (ECE Department, Concordia University)

A Project on Software Defect Prevention at Commit-Time: A Success Story of University-Industry Research Collaboration
IEEE/ACM 5th International Workshop on Software Engineering Research and Industrial Practice (SER&IP), 2018
Contributors: Mathieu Nayrolles (Architect, Ubisoft Mtl) and Wahab Hamou-Lhadj (ECE, Concordia University)

Towards a Classification of Bugs to Facilitate Software Maintainability Tasks (View Paper)
SQUADE '18: Proceedings of the 1st International Workshop on Software Qualities and Their Dependencies, 2018
Contributors: Mathieu Nayrolles (Architect, Ubisoft Mtl) and Abdelwahab Hamou-Lhadj (ECE Department, Concordia University)

Publications et présentations académiques d'Ubisoft la Forge

Voir toutes les publications et présentations scientifiques externes de la Forge

BOTS & BEHAVIORS

CHARACTER & ANIMATION

ENVIRONMENT GRAPHICS AND SIMULATIONS

PLAYER EXPERIENCE

SOFTWARE ENGINEERING

SOUND

2D

Machine Learning