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Problem Decomposition

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Showing 1–50 of 54 papers

TitleStatusHype
MAS-Zero: Designing Multi-Agent Systems with Zero SupervisionCode2
SparseLLM: Towards Global Pruning for Pre-trained Language ModelsCode2
Meta-Design Matters: A Self-Design Multi-Agent SystemCode2
Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex ReasoningCode1
TableTime: Reformulating Time Series Classification as Zero-Shot Table Understanding via Large Language ModelsCode1
Divide-or-Conquer? Which Part Should You Distill Your LLM?Code1
SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code GenerationCode1
Decomposition Strategies and Multi-shot ASP Solving for Job-shop SchedulingCode1
Decentralized Task Allocation in Multi-Robot Systems via Bipartite Graph Matching Augmented with Fuzzy Clustering—0
Deciding Monotone Duality and Identifying Frequent Itemsets in Quadratic Logspace—0
Deep Reinforcement Learning for Dexterous Manipulation with Concept Networks—0
DiBB: Distributing Black-Box Optimization—0
Distributed Optimization in Distribution Systems with Grid-Forming and Grid-Supporting Inverters—0
Divide-and-Conquer Large Scale Capacitated Arc Routing Problems with Route Cutting Off Decomposition—0
Dynamic Diagnosis of the Progress and Shortcomings of Student Learning using Machine Learning based on Cognitive, Social, and Emotional Features—0
Hybridization of evolutionary algorithm and deep reinforcement learning for multi-objective orienteering optimization—0
Incremental Recursive Ranking Grouping for Large Scale Global Optimization—0
Independent RL for Cooperative-Competitive Agents: A Mean-Field Perspective—0
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation—0
LADDER: Self-Improving LLMs Through Recursive Problem Decomposition—0
Learning Reward Machines: A Study in Partially Observable Reinforcement Learning—0
Whittle Index Policy for Crawling Ephemeral Content—0
A Surrogate-Assisted Variable Grouping Algorithm for General Large Scale Global Optimization Problems—0
A Survey of Algorithms for Black-Box Safety Validation of Cyber-Physical Systems—0
Availability of Perfect Decomposition in Statistical Linkage Learning for Unitation-based Function Concatenations—0
Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning—0
Client Orchestration and Cost-Efficient Joint Optimization for NOMA-Enabled Hierarchical Federated Learning—0
Collective Mind: cleaning up the research and experimentation mess in computer engineering using crowdsourcing, big data and machine learning—0
Data-driven Topology and Parameter Identification in Distribution Systems with limited Measurements—0
Navigating the Nuances: A Fine-grained Evaluation of Vision-Language Navigation—0
Physics-Guided Problem Decomposition for Scaling Deep Learning of High-dimensional Eigen-Solvers: The Case of Schrödinger's Equation—0
Recursive Decomposition for Nonconvex Optimization—0
Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks—0
The 6-Ds of Creating AI-Enabled Systems—0
The working principles of model-based GAs fall within the PAC framework: A mathematical theory of problem decomposition—0
Context-aware Diversity Enhancement for Neural Multi-Objective Combinatorial Optimization—0
Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition—0
Training Large Language Models to Reason via EM Policy Gradient—0
Utilizing ChatGPT in a Data Structures and Algorithms Course: A Teaching Assistant's Perspective—0
A Composite Decomposition Method for Large-Scale Global Optimization—0
LLM Guided Inductive Inference for Solving Compositional Problems—0
MAPP: a Scalable Multi-Agent Path Planning Algorithm with Tractability and Completeness Guarantees—0
Multi-service collaboration and composition of cloud manufacturing customized production based on problem decomposition—0
Learning Reward Machines for Partially Observable Reinforcement LearningCode0
Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model ReasoningCode0
Rolling Horizon based Temporal Decomposition for the Offline Pickup and Delivery Problem with Time WindowsCode0
Fast reinforcement learning with generalized policy updatesCode0
Fast Matrix Multiplication Without Tears: A Constraint Programming ApproachCode0
Meta-Optimizing Semantic Evolutionary SearchCode0
Comparison of Model-Free and Model-Based Learning-Informed Planning for PointGoal NavigationCode0
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