Constructive Approach

Constructive approaches in machine learning focus on building models and algorithms to solve specific problems, often by integrating diverse data sources and leveraging pre-trained models for efficiency. Current research emphasizes the use of deep learning architectures, including convolutional neural networks and transformers, alongside techniques like ensemble learning, transfer learning, and meta-learning, to improve model performance and interpretability across various domains. These approaches are proving valuable in diverse applications, ranging from medical image analysis and fake news detection to robotics and space mission planning, demonstrating the broad impact of constructive methodologies on scientific advancement and practical problem-solving.

487papers

Papers - Page 4

February 25, 2025

BD Currency Detection: A CNN Based Approach with Mobile App Integration
Syed Jubayer Jaman, Md. Zahurul Haque, Md Robiul Islam, Usama Abdun Noor
Manarat International University
BankNote Piece Convolutional Neural Network Mobile Application CNN Network Constructive Approach
From underwater to aerial: a novel multi-scale knowledge distillation approach for coral reef monitoring
Matteo Contini, Victor Illien, Julien Barde, Sylvain Poulain, Serge Bernard, Alexis Joly, Sylvain Bonhommeau
Knowledge Distillation Reef Habitat Aerial Scene Underwater Image Human Annotation Underwater Environment Constructive Approach

February 24, 2025

Reinforcement Learning-based Approach for Vehicle-to-Building Charging with Heterogeneous Agents and Long Term Rewards
Fangqi Liu, Rishav Sen, Jose Paolo Talusan, Ava Pettet, Aaron Kandel, Yoshinori Suzue, Ayan Mukhopadhyay, Abhishek Dubey
Vanderbilt University●Nissan Advanced Technology Center - Silicon Valley
Constructive Approach Reinforcement Learning Heterogeneous Agent Positive Reinforcement Deep Deterministic Policy Gradient Traditional Reinforcement Learning Long Term Reward Maximization
Survey on Strategic Mining in Blockchain: A Reinforcement Learning Approach
Jichen Li, Lijia Xie, Hanting Huang, Bo Zhou, Binfeng Song, Wanying Zeng, Xiaotie Deng, Xiao Zhang
Zhongguancun Laboratory●Peking University●Beihang University●Hangzhou International Innovation Institute of Beihang University
Timely Survey Constructive Approach Reinforcement Learning Blockchain Based Platform Mining Complex
Making LLMs Reason? The Intermediate Language Problem in Neurosymbolic Approaches
Alexander Beiser, David Penz
TUWien
Natural Language Answer Set Programming Intermediate Language Parallel Neurosymbolic Reasoning Task Neuro Symbolic Logical Reasoning LLM Reasoning Constructive Approach
Data Analysis Prediction over Multiple Unseen Datasets: A Vector Embedding Approach
Andreas Loizou, Dimitrios Tsoumakos
National Technical University of Athens
Constructive Approach Predictive Model X Vector Vectorization Method Dataset Similarity
Noise2Score3D:Unsupervised Tweedie's Approach for Point Cloud Denoising
Xiangbin Wei
Unknown
Constructive Approach Point Cloud Image Denoising Point Cloud Denoising Unsupervised Learning Tweedie Distribution

February 22, 2025

PLS-based approach for fair representation learning
Elena M. De-Diego, Adrián Perez-Suay, Paula Gordaliza, Jean-Michel Loubes
Universidad de Navarra●Universitat de València●Universidad Pública de Navarra●INRIA
Kernel Mean Embeddings Fair Representation Learning Procedural Fairness Least Square Constructive Approach
Integrating Personality into Digital Humans: A Review of LLM-Driven Approaches for Virtual Reality
Iago Alves Brito, Julia Soares Dollis, Fernanda Bufon Färber, Pedro Schindler Freire Brasil Ribeiro, Rafael Teixeira Sousa, Arlindo Rodrigues Galvão Filho
Constructive Approach Narrative Review Human Like Personality Perception Digital Human Distinct AInality Trait Dynamic Human Multimodal Interaction

February 21, 2025

February 18, 2025

A Label-Free Heterophily-Guided Approach for Unsupervised Graph Fraud Detection
Junjun Pan, Yixin Liu, Xin Zheng, Yizhen Zheng, Alan Wee-Chung Liew, Fuyi Li, Shirui Pan
Griffith University●Monash University●The University of Adelaide
Graph Based Fraud Detection Heterophilic Graph Data Detection Fraud Detection Unsupervised Graph Constructive Approach
BoundPlanner: A convex-set-based approach to bounded manipulator trajectory planning
Thies Oelerich, Christian Hartl-Nesic, Florian Beck, Andreas Kugi
TU Wien●AIT Austrian Institute of Technology GmbH
Path Planner Trajectory Planning Constructive Approach Trajectory Planner Serial Manipulator
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization
Priyaranjan Pattnayak, Hitesh Laxmichand Patel, Amit Agarwal, Bhargava Kumar, Srikant Panda, Tejaswini Kumar
University of Washington●New York University●Liverpool John Moores University●Birla Institute of Technology●Columbia University
Multi Task Learning QA Model Constructive Approach Answer Extraction Clinical Question
Multilingual European Language Models: Benchmarking Approaches and Challenges
Fabio Barth, Georg Rehm
DFKI GmbH●Humboldt-Universität zu Berlin
Technical Challenge Multilingual Language Model Constructive Approach Generative Large Language Model Multilingual Benchmark Multilingual Large Language Model
Automating Prompt Leakage Attacks on Large Language Models Using Agentic Approach
Tvrtko Sternak, Davor Runje, Dorian Granoša, Chi Wang
University of Zagreb●SplxAI●Google DeepMind
LLM Safety Artificial Agent Constructive Approach Adversarial Testing Threat Model
Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems
Kyeonghyeon Park, David Molina Concha, Hyun-Rok Lee, Chi-Guhn Lee, Taesik Lee
Korea Advanced Institute of Science and Technology●University of Toronto●Inha University
Multi Agent System Controllable Agent Constructive Approach Compositional Optimization

February 17, 2025

RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long Documents
Sayantan Adak, Animesh Mukherjee
Multi Task Quotation Attribution Long Text Constructive Approach Self Motivation Multitask Retrieval Quotation Extraction Long Document
Web Phishing Net (WPN): A scalable machine learning approach for real-time phishing campaign detection
Muhammad Fahad Zia, Sri Harish Kalidass
Phishing Attack Scalable Solution AI Generated Unsupervised Method Constructive Approach Generative AI Phishing Email

Constructive Approach

Papers - Page 4

BD Currency Detection: A CNN Based Approach with Mobile App Integration

From underwater to aerial: a novel multi-scale knowledge distillation approach for coral reef monitoring

Reinforcement Learning-based Approach for Vehicle-to-Building Charging with Heterogeneous Agents and Long Term Rewards

Survey on Strategic Mining in Blockchain: A Reinforcement Learning Approach

Making LLMs Reason? The Intermediate Language Problem in Neurosymbolic Approaches

Data Analysis Prediction over Multiple Unseen Datasets: A Vector Embedding Approach

Noise2Score3D:Unsupervised Tweedie's Approach for Point Cloud Denoising

PLS-based approach for fair representation learning

Integrating Personality into Digital Humans: A Review of LLM-Driven Approaches for Virtual Reality

A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models

Dimension-free bounds in high-dimensional linear regression via error-in-operator approach

A Training-free LLM-based Approach to General Chinese Character Error Correction

A Label-Free Heterophily-Guided Approach for Unsupervised Graph Fraud Detection

BoundPlanner: A convex-set-based approach to bounded manipulator trajectory planning

Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization

Multilingual European Language Models: Benchmarking Approaches and Challenges

Automating Prompt Leakage Attacks on Large Language Models Using Agentic Approach

Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems

RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long Documents

Web Phishing Net (WPN): A scalable machine learning approach for real-time phishing campaign detection