Workshop
Sat Dec 03 05:30 AM -- 03:00 PM (PST) @ Theater A None
Reinforcement Learning for Real Life (RL4RealLife) Workshop
[ Contact: RL4RealLife@gmail.com ]
Discover how to improve the adoption of RL in practice, by discussing key research problems, SOTA, and success stories / insights / lessons w.r.t. practical RL algorithms, practical issues, and applications with leading experts from both academia and industry @ NeurIPS 2022 RL4RealLife workshop.
| posters (for early birds, optional) (posters) | |
| opening remarks | |
| Invited talk: Outracing Champion Gran Turismo Drivers with Deep Reinforcement Learning (talk) | |
| Invited talk: Scaling reinforcement learning in the real world, from gaming to finance to manufacturing (talk) | |
| Intro speaker (In-person Intro) | |
| Invited talk: Deep Reinforcement Learning for Real-World Inventory Management (talk) | |
| Coffee break | |
| Panel RL Implementation (Panel) | |
| Panel RL Benchmarks (Panel) | |
| Lunch Break / Posters (Poster/Break) | |
| Invited talk AlphaTensor: Discovering faster matrix multiplication algorithms with RL (talk) | |
| Panel RL Theory-Practice Gap (Panel) | |
| closing remarks | |
| Coffee break / Posters | |
| Posters | |
| Controlling Commercial Cooling Systems Using Reinforcement Learning (Poster) | |
| Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response (Spotlight) | |
| Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies (Poster) | |
| Optimizing Industrial HVAC Systems with Hierarchical Reinforcement Learning (Spotlight) | |
| Automatic Evaluation of Excavator Operators using Learned Reward Functions (Spotlight) | |
| Semi-analytical Industrial Cooling System Model for Reinforcement Learning (Poster) | |
| Safe Reinforcement Learning for Automatic Insulin Delivery in Type I Diabetes (Poster) | |
| Power Grid Congestion Management via Topology Optimization with AlphaZero (Spotlight) | |
| Identifying Disparities in Sepsis Treatment by Learning the Expert Policy (Spotlight) | |
| Bandits for Online Calibration: An Application to Content Moderation on Social Media Platforms (Poster) | |
| Reinforcement Learning-Based Air Traffic Deconfliction (Poster) | |
| Reinforcement Learning-Based Air Traffic Deconfliction (Spotlight) | |
| An Empirical Evaluation of Posterior Sampling for Constrained Reinforcement Learning (Spotlight) | |
| MARLIM: Multi-Agent Reinforcement Learning for Inventory Management (Poster) | |
| A Versatile and Efficient Reinforcement Learning Approach for Autonomous Driving (Spotlight) | |
| Structured Q-learning For Antibody Design (Poster) | |
| Hierarchical Reinforcement Learning for Furniture Layout in Virtual Indoor Scenes (Poster) | |
| Learning an Adaptive Forwarding Strategy for Mobile Wireless Networks: Resource Usage vs. Latency (Spotlight) | |
| Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management (Poster) | |
| Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management (Spotlight) | |
| LibSignal: An Open Library for Traffic Signal Control (Poster) | |
| Implementing Reinforcement Learning Datacenter Congestion Control in NVIDIA NICs (Poster) | |
| Provably Efficient Reinforcement Learning for Online Adaptive Influence Maximization (Spotlight) | |
| Pareto-Optimal Diagnostic Policy Learning in Clinical Applications via Semi-Model-Based Deep Reinforcement Learning (Poster) | |
| Optimizing Audio Recommendations for the Long-Term (Poster) | |
| Controlling Commercial Cooling Systems Using Reinforcement Learning (Spotlight) | |
| Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response (Poster) | |
| Identifying Disparities in Sepsis Treatment by Learning the Expert Policy (Poster) | |
| Bandits for Online Calibration: An Application to Content Moderation on Social Media Platforms (Spotlight) | |
| Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies (Spotlight) | |
| Optimizing Industrial HVAC Systems with Hierarchical Reinforcement Learning (Poster) | |
| Reinforcement Learning Approaches for Traffic Signal Control under Missing Data (Poster) | |
| Reinforcement Learning Approaches for Traffic Signal Control under Missing Data (Spotlight) | |
| Automatic Evaluation of Excavator Operators using Learned Reward Functions (Poster) | |
| Function Approximations for Reinforcement Learning Controller for Wave Energy Converters (Poster) | |
| Function Approximations for Reinforcement Learning Controller for Wave Energy Converters (Spotlight) | |
| A Versatile and Efficient Reinforcement Learning Approach for Autonomous Driving (Poster) | |
| An Empirical Evaluation of Posterior Sampling for Constrained Reinforcement Learning (Poster) | |
| tinyMAN: Lightweight Energy Manager using Reinforcement Learning for Energy Harvesting Wearable IoT Devices (Spotlight) | |
| MARLIM: Multi-Agent Reinforcement Learning for Inventory Management (Spotlight) | |
| Semi-analytical Industrial Cooling System Model for Reinforcement Learning (Spotlight) | |
| Structured Q-learning For Antibody Design (Spotlight) | |
| Learning an Adaptive Forwarding Strategy for Mobile Wireless Networks: Resource Usage vs. Latency (Poster) | |
| Hierarchical Reinforcement Learning for Furniture Layout in Virtual Indoor Scenes (Spotlight) | |
| Safe Reinforcement Learning for Automatic Insulin Delivery in Type I Diabetes (Spotlight) | |
| Power Grid Congestion Management via Topology Optimization with AlphaZero (Poster) | |
| LibSignal: An Open Library for Traffic Signal Control (Spotlight) | |
| Implementing Reinforcement Learning Datacenter Congestion Control in NVIDIA NICs (Spotlight) | |
| Provably Efficient Reinforcement Learning for Online Adaptive Influence Maximization (Poster) | |
| Pareto-Optimal Diagnostic Policy Learning in Clinical Applications via Semi-Model-Based Deep Reinforcement Learning (Spotlight) | |
| tinyMAN: Lightweight Energy Manager using Reinforcement Learning for Energy Harvesting Wearable IoT Devices (Poster) | |
| Optimizing Audio Recommendations for the Long-Term (Spotlight) | |