| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | CodeCode Available | 2 | 5 |
| SparseLLM: Towards Global Pruning for Pre-trained Language Models | Feb 28, 2024 | Computational EfficiencyProblem Decomposition | CodeCode Available | 2 | 5 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | CodeCode Available | 2 | 5 |
| SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation | Nov 17, 2024 | Code GenerationDiversity | CodeCode Available | 1 | 5 |
| Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning | Oct 21, 2023 | Overall - TestProblem Decomposition | CodeCode Available | 1 | 5 |
| TableTime: Reformulating Time Series Classification as Zero-Shot Table Understanding via Large Language Models | Nov 24, 2024 | Problem DecompositionTime Series | CodeCode Available | 1 | 5 |
| Decomposition Strategies and Multi-shot ASP Solving for Job-shop Scheduling | May 16, 2022 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 | 5 |
| Divide-or-Conquer? Which Part Should You Distill Your LLM? | Feb 22, 2024 | Problem Decomposition | CodeCode Available | 1 | 5 |
| Fast reinforcement learning with generalized policy updates | Jul 9, 2020 | Decision MakingProblem Decomposition | CodeCode Available | 0 | 5 |
| AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need | Jun 18, 2025 | GSM8KHumanEval | CodeCode Available | 0 | 5 |
| Fast Matrix Multiplication Without Tears: A Constraint Programming Approach | Jun 1, 2023 | Deep Reinforcement LearningProblem Decomposition | CodeCode Available | 0 | 5 |
| Decomposition Methods with Deep Corrections for Reinforcement Learning | Feb 6, 2018 | Autonomous DrivingDecision Making | CodeCode Available | 0 | 5 |
| RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step Retrieval | Jun 10, 2025 | Problem DecompositionRetrieval | CodeCode Available | 0 | 5 |
| Comparison of Model-Free and Model-Based Learning-Informed Planning for PointGoal Navigation | Dec 17, 2022 | Deep Reinforcement Learningmodel | CodeCode Available | 0 | 5 |
| Rolling Horizon based Temporal Decomposition for the Offline Pickup and Delivery Problem with Time Windows | Mar 6, 2023 | Combinatorial OptimizationProblem Decomposition | CodeCode Available | 0 | 5 |
| Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning | Oct 1, 2023 | Computational EfficiencyLanguage Modeling | CodeCode Available | 0 | 5 |
| Distilling Reasoning Capabilities into Smaller Language Models | Dec 1, 2022 | GSM8KKnowledge Distillation | CodeCode Available | 0 | 5 |
| Learning Reward Machines for Partially Observable Reinforcement Learning | Dec 1, 2019 | Partially Observable Reinforcement LearningProblem Decomposition | CodeCode Available | 0 | 5 |
| Meta-Optimizing Semantic Evolutionary Search | Jul 11, 2017 | Problem Decomposition | CodeCode Available | 0 | 5 |
| DiBB: Distributing Black-Box Optimization | Sep 29, 2021 | Problem DecompositionReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Deep Reinforcement Learning for Dexterous Manipulation with Concept Networks | Sep 20, 2017 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 | 0 |
| Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning | Jun 5, 2025 | Mathematical ReasoningProblem Decomposition | —Unverified | 0 | 0 |
| Deciding Monotone Duality and Identifying Frequent Itemsets in Quadratic Logspace | Dec 9, 2012 | Problem Decomposition | —Unverified | 0 | 0 |
| Incremental Recursive Ranking Grouping for Large Scale Global Optimization | Jun 8, 2022 | global-optimizationProblem Decomposition | —Unverified | 0 | 0 |
| Hybridization of evolutionary algorithm and deep reinforcement learning for multi-objective orienteering optimization | Jun 21, 2022 | Deep Reinforcement LearningProblem Decomposition | —Unverified | 0 | 0 |
