Reinforcement Learning for Solving Stochastic Vehicle Routing Problem with Time Windows
The article presents a reinforcement learning approach to solve the Stochastic Vehicle Routing Problem with Time Windows…
Representation Learning Using a Single Forward Pass
The authors introduce a neuroscience-inspired Solo Pass Embedded Learning Algorithm (SPELA). It is a unique candidate for…
Beyond Imitation: Generating Human Mobility from Context-aware Reasoning with Large Language Models
The paper presents MobiGeaR, a novel framework that generates human mobility data using large language models (LLMs)….
Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent
The paper ‘Jack of All Trades, Master of Some’ introduces a transformer-based model, JAT, optimized for handling…
On Computing Plans with Uniform Action Costs
The article presents the concept of uniform action costs in automated planning. It suggests that agents may…
Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence
The article ‘Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence’ critically assesses…
Road Graph Generator: Mapping roads at construction sites from GPS data
The study introduces a method for road inference from GPS trajectories specifically designed for construction sites. This…
Generative AI in the Construction Industry: A State-of-the-art Analysis
The article presents a state-of-the-art analysis of Generative AI’s role in the construction industry. It identifies productivity…
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild
The article presents LoraRetriever, a new framework that adaptively retrieves and composes multiple Low-Rank Adaptations (LoRAs) according…
Clifford Group Equivariant Simplicial Message Passing Networks
The authors introduce a new method called Clifford Group Equivariant Simplicial Message Passing Networks. This method combines…