activity
20182026
most citedEnsemble deep learning: A review

2.2k citations · 3.2k across the 37 of their papers we have counts for

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Showing 2025Show all

7 papers · 1 filter

cs.RO2025

An adaptive experience-based discrete genetic algorithm for multi-trip picking robot task scheduling in smart orchards

Peng Chen, Jing Liangb, Kang-Jia Qiao +5

The continuous innovation of smart robotic technologies is driving the development of smart orchards, significantly enhancing the potential for automated harvesting systems. While…

cs.MA2025

A segment anchoring-based balancing algorithm for agricultural multi-robot task allocation with energy constraints

Peng Chen, Jing Liang, Kang-Jia Qiao +6

Multi-robot systems have emerged as a key technology for addressing the efficiency and cost challenges in labor-intensive industries. In the representative scenario of smart farmin…

cs.RO2025

RoadSens-4M: A Multimodal Smartphone & Camera Dataset for Holistic Road-way Analysis

Amith Khandakar, David Michelson, Shaikh Golam Rabbani +8

It's important to monitor road issues such as bumps and potholes to enhance safety and improve road conditions. Smartphones are equipped with various built-in sensors that offer a…

cs.LG2025

Randomized Neural Network with Adaptive Forward Regularization for Online Task-free Class Incremental Learning

Junda Wang, Minghui Hu, Ning Li +2

Class incremental learning (CIL) requires an agent to learn distinct tasks consecutively with knowledge retention against forgetting. Problems impeding the practical applications o…

cs.LG2025

Multi-Scale Finetuning for Encoder-based Time Series Foundation Models

Zhongzheng Qiao, Chenghao Liu, Yiming Zhang +6

Time series foundation models (TSFMs) demonstrate impressive zero-shot performance for time series forecasting. However, an important yet underexplored challenge is how to effectiv…

cs.LG2025

R^2VFL: A Robust Random Vector Functional Link Network with Huber-Weighted Framework

Anuradha Kumari, Mushir Akhtar, P. N. Suganthan +1

The random vector functional link (RVFL) neural network has shown significant potential in overcoming the constraints of traditional artificial neural networks, such as excessive c…

cs.NE2025★ 40 cited

Learning Strategies in Particle Swarm Optimizer: A Critical Review and Performance Analysis

Dikshit Chauhan, Shivani, P. N. Suganthan

Nature has long inspired the development of swarm intelligence (SI), a key branch of artificial intelligence that models collective behaviors observed in biological systems for sol…