IJCNN 2024 Best Paper Award:
“Balancing Performance, Efficiency and Robustness in Open-World Machine Learning via Evolutionary Multi-Objective Model Compression” 
written by Javier Del Ser, Aitor Martinez-Seras, Miren Nekane Bilabao, Jesus L Lobo, Ibai Lana, Francisco Herrera

IJCNN 2024 Runner-Up Best Paper Award:
“A wearable Eye-Tracking Approach for Early Autism Detection with Machine Learning: Unravelling Challenges and Opportunities”
written by Javier Lopez-Martinez, Purificacion Checa, Jose Manuel Soto-Hidalgo, Isaac Triguero, Alberto Fernandez

“HARTO: Human Activity Recognition Through Optical Flow Architecture”
written by Luis-Jesus Marhuenda, Francisco Gomez-Donoso, Miguel Cazorla 

IJCNN 2024 Best Student Paper Award:
“Enhancing Few-Shot Classification Through Token Selection for Balanced Learning”
written by Wangding Zeng, Peiwen Sun, Honggang Zhang

IJCNN 2024 Runner-Up Best Student Paper Award:
“Multilingual Emotion Recognition: Discovering the Variations of Lexical Semantics Between Languages”
written by Xulang Zhang, Rui Mao, Erik Cambria

“PMSQA: Pre-Training Based Multi-Scxale Non-Intrusive Speech Quality Assessment”
written by Yi Jiang, Sixing Liu, Shaohan Liu, Qun Yang

“Domain Adaptation as Auxiliary Task for Sim-To-Real Transfer in Vision-Based Neuro-Robotic Control”
written by Connor Gade, Jan-Gerrit, Habekost, Stefan Wermter

“Dual Center Based Intuitionistic Fuzzy Plane Based Classifiers”
written by Anuradha Kumari, M. Tanveer

FUZZ-IEEE 2024 Best Paper Award:
“A maximin Approach to Elicit Godel Integral in an XAU Context”
written by Agnes Rico, Marie-Jeanne Lesot, Christophe Marsala

FUZZ-IEEE 2024 Best Student Paper Award:
“Fuzzifying Chaos in Dynamical Systems”
written by Ricardo A Rios, Tatiane Nogueira Rios, Marcis V Ferreira

CEC 2024 Best Paper Award:
“Designing Helper Objectives in Multi-objectivization”
written by Scoichiro Tanaka, Arnaud Liefooghe, Keiki Takadama, Hiroyuki Sato

CEC 2024 Best Student Paper Award:
“MOEA/D-CMA Made Better with (1+1)-DMA-ES”
written by Chengyu Lu, Yilu Liu, Qingfu Zhang