| Performance Comparison of Deep RL Algorithms for Energy Systems Optimal Scheduling | Aug 1, 2022 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| NumS: Scalable Array Programming for the Cloud | Jun 28, 2022 | regressionScheduling | CodeCode Available | 1 |
| Epicasting: An Ensemble Wavelet Neural Network (EWNet) for Forecasting Epidemics | Jun 21, 2022 | SchedulingTime Series | CodeCode Available | 1 |
| Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection | Jun 15, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Boosting DNN Cold Inference on Edge Devices | Jun 15, 2022 | Scheduling | CodeCode Available | 1 |
| Learning to generalize Dispatching rules on the Job Shop Scheduling | Jun 9, 2022 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| Decentralized Training of Foundation Models in Heterogeneous Environments | Jun 2, 2022 | GPUScheduling | CodeCode Available | 1 |
| FELARE: Fair Scheduling of Machine Learning Tasks on Heterogeneous Edge Systems | May 31, 2022 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| MetaNet: Automated Dynamic Selection of Scheduling Policies in Cloud Environments | May 21, 2022 | Cloud ComputingManagement | CodeCode Available | 1 |
| Decomposition Strategies and Multi-shot ASP Solving for Job-shop Scheduling | May 16, 2022 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| MAP-Elites based Hyper-Heuristic for the Resource Constrained Project Scheduling Problem | Apr 24, 2022 | Combinatorial OptimizationDiversity | CodeCode Available | 1 |
| Forecasting SQL Query Cost at Twitter | Apr 12, 2022 | CPUScheduling | CodeCode Available | 1 |
| DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting | Mar 15, 2022 | SchedulingTime Series | CodeCode Available | 1 |
| D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation | Feb 14, 2022 | Active LearningDomain Adaptation | CodeCode Available | 1 |
| Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations | Feb 9, 2022 | Adversarial RobustnessScheduling | CodeCode Available | 1 |
| Graph Coloring with Physics-Inspired Graph Neural Networks | Feb 3, 2022 | ClusteringCommunity Detection | CodeCode Available | 1 |
| Flipping the switch on local exploration: Genetic Algorithms with Reversals | Feb 2, 2022 | Heuristic SearchScheduling | CodeCode Available | 1 |
| Scaling Up Knowledge Graph Creation to Large and Heterogeneous Data Sources | Jan 24, 2022 | Knowledge GraphsManagement | CodeCode Available | 1 |
| Dynamic GPU Energy Optimization for Machine Learning Training Workloads | Jan 5, 2022 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| Hybrid intelligence for dynamic job-shop scheduling with deep reinforcement learning and attention mechanism | Jan 3, 2022 | Deep Reinforcement LearningGraph Representation Learning | CodeCode Available | 1 |
| ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms | Dec 17, 2021 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| GOSH: Task Scheduling Using Deep Surrogate Models in Fog Computing Environments | Dec 16, 2021 | Scheduling | CodeCode Available | 1 |
| MCDS: AI Augmented Workflow Scheduling in Mobile Edge Cloud Computing Systems | Dec 14, 2021 | Cloud ComputingDistributed Computing | CodeCode Available | 1 |
| VMAgent: Scheduling Simulator for Reinforcement Learning | Dec 9, 2021 | Cloud Computingreinforcement-learning | CodeCode Available | 1 |
| Episodic Policy Gradient Training | Dec 3, 2021 | Policy Gradient MethodsScheduling | CodeCode Available | 1 |
| On Effective Scheduling of Model-based Reinforcement Learning | Nov 16, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Deep Reinforcement Model Selection for Communications Resource Allocation in On-Site Medical Care | Nov 12, 2021 | Model SelectionScheduling | CodeCode Available | 1 |
| SMORE: Knowledge Graph Completion and Multi-hop Reasoning in Massive Knowledge Graphs | Oct 28, 2021 | CPUGPU | CodeCode Available | 1 |
| MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning | Oct 28, 2021 | Deep Learningimage-classification | CodeCode Available | 1 |
| An actor-critic algorithm with policy gradients to solve the job shop scheduling problem using deep double recurrent agents | Oct 18, 2021 | Deep Reinforcement LearningJob Shop Scheduling | CodeCode Available | 1 |
| Hydra: A System for Large Multi-Model Deep Learning | Oct 16, 2021 | Deep LearningGPU | CodeCode Available | 1 |
| HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing | Oct 11, 2021 | Cloud ComputingManagement | CodeCode Available | 1 |
| Learning the Markov Decision Process in the Sparse Gaussian Elimination | Sep 30, 2021 | Combinatorial OptimizationQ-Learning | CodeCode Available | 1 |
| NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming | Sep 24, 2021 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 |
| Link Scheduling using Graph Neural Networks | Sep 12, 2021 | Scheduling | CodeCode Available | 1 |
| Characterization and Prediction of Deep Learning Workloads in Large-Scale GPU Datacenters | Sep 3, 2021 | GPUManagement | CodeCode Available | 1 |
| Reinforcement Learning based Condition-oriented Maintenance Scheduling for Flow Line Systems | Aug 27, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines | Jul 14, 2021 | GPUScheduling | CodeCode Available | 1 |
| Automated Learning Rate Scheduler for Large-batch Training | Jul 13, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Distributed Online Service Coordination Using Deep Reinforcement Learning | Jul 7, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Privacy Budget Scheduling | Jun 29, 2021 | CPUFairness | CodeCode Available | 1 |
| AKG: Automatic Kernel Generation for Neural Processing Units using Polyhedral Transformations | Jun 19, 2021 | Code GenerationCPU | CodeCode Available | 1 |
| A deep generative model for probabilistic energy forecasting in power systems: normalizing flows | Jun 17, 2021 | energy managementManagement | CodeCode Available | 1 |
| A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs | Jun 9, 2021 | Combinatorial OptimizationScheduling | CodeCode Available | 1 |
| ScheduleNet: Learn to solve multi-agent scheduling problems with reinforcement learning | Jun 6, 2021 | Decision MakingGraph Attention | CodeCode Available | 1 |
| RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance | May 18, 2021 | Recommendation SystemsScheduling | CodeCode Available | 1 |
| A Scalable and Reproducible System-on-Chip Simulation for Reinforcement Learning | Apr 27, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Towards Standardising Reinforcement Learning Approaches for Production Scheduling Problems | Apr 16, 2021 | Benchmarkingreinforcement-learning | CodeCode Available | 1 |
| A Reinforcement Learning Environment For Job-Shop Scheduling | Apr 8, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Thermal Neural Networks: Lumped-Parameter Thermal Modeling With State-Space Machine Learning | Mar 30, 2021 | BIG-bench Machine LearningScheduling | CodeCode Available | 1 |
