Micro-gesture Recognition: A Comprehensive Survey of Datasets, Methods, and Challenges.

Ghada Khoriba Khoriba Ghada https://www.nu.edu.eg/academic-staff/dr-ghada-khoriba https://scholar.google.com/citations?user=jwTBsIIAAAAJ https://orcid.org/0000-0001-7332-0759

Taorui Wang Xun Lin Yong Xu 0001 Qilang Ye Dan Guo 0001 Sergio Escalera Ghada Khoriba Zitong Yu Micro-gesture Recognition: A Comprehensive Survey of Datasets, Methods, and Challenges. 2026 April 308-330 23 Mach. Intell. Res. 2 https://doi.org/10.1007/s11633-025-1629-x db/journals/ijautcomp/ijautcomp23.html#WangLXYGEKY26 streams/journals/ijautcomp

Shahenda Hatem Ghada Khoriba Mohamed H. Gad-Elrab Mohamed ElHelw Triple Play: A framework for enhanced question answering reasoning with KG, LLM, and RAG. 2026 116108 346 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2026.116108 db/journals/kbs/kbs346.html#HatemKGE26 streams/journals/kbs

Qilang Ye Yu Zhou 0015 Lian He Jie Zhang 0081 Xuanming Guo Jiayu Zhang Mingkui Tan Weicheng Xie 0001 Yue Sun 0001 Tao Tan 0002 Xiaochen Yuan Ghada Khoriba Zitong Yu SUGAR: Learning Skeleton Representation with Visual-Motion Knowledge for Action Recognition. 17930-17938 2026 AAAI https://doi.org/10.1609/aaai.v40i21.38852 conf/aaai/2026 db/conf/aaai/aaai2026.html#YeZHZGZTXSTYKY26 Essam A. Rashed Ahmed T. Elboardy Yiming Jia Mina Yousef Ziad Elshaer Ghada Khoriba Interactive Medical Image Diagnosis with Chatbot Assistance. COMPSAC 2026 1673-1676 conf/compsac/2026 https://doi.org/10.1109/COMPSAC69091.2026.00220 db/conf/compsaccompsac2026.html#RashedEJYEK26 streams/conf/compsac

Zeyad Ezzat Ghada Khoriba Ayman Khalafallah A Review of Arabic Text Summarization: Methods, Datasets, and Evaluation Metrics, With a Proposed Solution. 116887-116907 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3584855 db/journals/access/access13.html#EzzatKK25 streams/journals/access

Ahmed Kabil Ghada Khoriba Mina Yousef Essam A. Rashed Advances in medical image segmentation: A comprehensive survey with a focus on lumbar spine applications. 111171 2025 198 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2025.111171 db/journals/cbm/cbm198.html#KabilKYR25 streams/journals/cbm

Ahmed M. Darwish 0001 Essam A. Rashed Ghada Khoriba Mitigating LLM Hallucinations Using a Multi-Agent Framework. 517 2025 16 Inf. 7 https://doi.org/10.3390/info16070517 db/journals/information/information16.html#DarwishRK25 streams/journals/information

Kareem Mohamed Mina Yousef Walaa Medhat 0001 Ensaf Hussein Mohamed Ghada Khoriba Tamer Arafa Hands-on analysis of using large language models for the auto evaluation of programming assignments. 102473 2025 128 Inf. Syst. https://doi.org/10.1016/j.is.2024.102473 db/journals/is/is128.html#MohamedYMMKA25 streams/journals/is

Mina Yousef Kareem Mohamed Walaa Medhat 0001 Ensaf Hussein Mohamed Ghada Khoriba Tamer Arafa BeGrading: large language models for enhanced feedback in programming education. 1027-1040 2025 January 37 Neural Comput. Appl. 2 https://doi.org/10.1007/s00521-024-10449-y db/journals/nca/nca37.html#YousefMMMKA25 streams/journals/nca

Muhammad Nouman Ghada Khoriba Essam A. Rashed Evaluating Segmentation Accuracy with Diverse Prompt Strategies in Medsam. 1-5 2025 ISBI https://doi.org/10.1109/ISBI60581.2025.10980865 conf/isbi/2025 db/conf/isbi/isbi2025.html#NoumanKR25 Kamal Abdul-Fattah Ghada Khoriba Walid Al-Atabany Comparative Analysis of Zero-Shot Testing on Different LLMs for Automated Grading Systems for Business Education. MEDI 2025 129-143 conf/medi/2025 https://doi.org/10.1007/978-3-032-19865-5_10 db/conf/medi/medi2025.html#AbdulFattahKA25 streams/conf/medi

Ahmed T. Elboardy Ghada Khoriba Essam A. Rashed Medical AI Consensus: A Multi-Agent Framework for Radiology Report Generation and Evaluation. 2025 September abs/2509.17353 CoRR https://doi.org/10.48550/arXiv.2509.17353 db/journals/corr/corr2509.html#abs-2509-17353 streams/journals/corr

Ahmed Kabil Ghada Khoriba Mina Yousef Essam A. Rashed Advances in Medical Image Segmentation: A Comprehensive Survey with a Focus on Lumbar Spine Applications. 2025 October abs/2510.03318 CoRR https://doi.org/10.48550/arXiv.2510.03318 db/journals/corr/corr2510.html#abs-2510-03318 streams/journals/corr

Gehad Ismail Sayed Ghada Khoriba Mohamed H. Haggag The novel multi-swarm coyote optimization algorithm for automatic skin lesion segmentation. 679-711 2024 April 17 Evol. Intell. 2 https://doi.org/10.1007/s12065-020-00450-4 https://www.wikidata.org/entity/Q115466097 db/journals/evi/evi17.html#SayedKH24

Gehad Ismail Sayed Ghada Khoriba Mohamed H. Haggag Correction to: The novel multi-swarm coyote optimization algorithm for automatic skin lesion segmentation. 713-715 2024 April 17 Evol. Intell. 2 https://doi.org/10.1007/s12065-020-00494-6 https://www.wikidata.org/entity/Q115466094 db/journals/evi/evi17.html#SayedKH24a

Abeer Mahgoub Ghada Khoriba Elhassan Anas Elsabry Mathematical Problem Solving in Arabic: Assessing Large Language Models. 86-95 2024 ACLING https://doi.org/10.1016/j.procs.2024.10.181 conf/acling/2024 db/conf/acling/acling2024.html#MahgoubKE24 Shahenda Hatem Ghada Khoriba Mohamed H. Gad-Elrab Mohamed ElHelw Up To Date: Automatic Updating Knowledge Graphs Using LLMs. 327-334 2024 ACLING https://doi.org/10.1016/j.procs.2024.10.206 conf/acling/2024 db/conf/acling/acling2024.html#HatemKGE24 Asmaa Elmaghraby Samaa Maged Mohamed Essawey Rawan Elfaramawy Esraa Negm Ghada Khoriba Enhancing Visual Question Answering for Arabic Language Using LLaVa and Reinforcement Learning. 335-341 2024 ACLING https://doi.org/10.1016/j.procs.2024.10.207 conf/acling/2024 db/conf/acling/acling2024.html#ElmaghrabyMEENK24 Ahmed Tamer Salah Ghada Khoriba Essam A. Rashed Segmentation of retinal arteries and veins using deep learning with limited training data. 146-151 2024 ICMIP https://doi.org/10.1145/3665026.3665048 conf/icmip/2024 db/conf/icmip/icmip2024.html#SalahKR24 Abdelrahman Lotfy Ahmed Ashraf Mariam Barakat Kirollos Saleh Eslam Ahmed Bassel Sherif Ali Nasser Badawy Ghada Khoriba A Comparative Analysis of Large Language Models for Automated Course Content Generation from Books. 437-442 2024 NILES https://doi.org/10.1109/NILES63360.2024.10753166 conf/niles/2024 db/conf/niles/niles2024.html#LotfyABSASBK24 streams/conf/niles Tasneem Wael Eman Elrefai Mohamed Makram Sahar Selim Ghada Khoriba Pirates at ArabicNLU2024: Enhancing Arabic Word Sense Disambiguation using Transformer-Based Approaches. 372-376 2024 ArabicNLP https://doi.org/10.18653/v1/2024.arabicnlp-1.31 https://aclanthology.org/2024.arabicnlp-1.31 conf/wanlp/2024 db/conf/wanlp/arabicnlp2024.html#WaelEMSK24 streams/conf/wanlp

Mustafa AbdulRazek Ghada Khoriba Mohammed Belal GAN-GA: A Generative Model based on Genetic Algorithm for Medical Image Generation. 2024 abs/2401.00314 CoRR https://doi.org/10.48550/arXiv.2401.00314 db/journals/corr/corr2401.html#abs-2401-00314

Karim Magdy Ghada Khoriba Hala Abbas Enhancing Semantic Image Synthesis: A GAN-Based Approach with Multi-Feature Adaptive Denormalization Layer. 338-351 2023 MEDI https://doi.org/10.1007/978-3-031-49333-1_24 conf/medi/2023 db/conf/medi/medi2023.html#MagdyKA23 Arwa Ahmed Ahmed Tamer Salah Ghada Khoriba Tamer Arafa Localizing Non-functional Code Bugs in User Interfaces Using Deep Learning Techniques. 381-394 2023 MEDI https://doi.org/10.1007/978-3-031-49333-1_27 conf/medi/2023 db/conf/medi/medi2023.html#AhmedSKA23 Mariem Abdou Michael Adel Remon Nagaty Alaa Hatem Ghada Khoriba Towards Arabic Image Captioning: A Transformer-Based Approach. 250-255 2023 NILES https://doi.org/10.1109/NILES59815.2023.10296781 conf/niles/2023 db/conf/niles/niles2023.html#AbdouANHK23

Mohamed Osman Tamer Nadeem Ghada Khoriba Towards Generalizable SER: Soft Labeling and Data Augmentation for Modeling Temporal Emotion Shifts in Large-Scale Multilingual Speech. 2023 abs/2311.08607 CoRR https://doi.org/10.48550/arXiv.2311.08607 db/journals/corr/corr2311.html#abs-2311-08607

Gehad Ismail Sayed Ghada Khoriba Mohamed H. Haggag A novel Chaotic Equilibrium Optimizer Algorithm with S-shaped and V-shaped transfer functions for feature selection. 3137-3162 2022 13 J. Ambient Intell. Humaniz. Comput. 6 https://doi.org/10.1007/s12652-021-03151-7 db/journals/jaihc/jaihc13.html#SayedKH22

Gehad Ismail Sayed Ghada Khoriba Mohamed H. Haggag Parameters optimisation of support vector machine using modified grasshopper optimisation algorithm-based Lèvy-flight method. 120-147 2021 15 Int. J. Comput. Aided Eng. Technol. 1 https://doi.org/10.1504/IJCAET.2021.115951 db/journals/ijcaet/ijcaet15.html#SayedKH21

Nermeen Adel Ghada Khoriba Rowayda A. Sadek An Efficient Hybrid Approach of YEAH with Multipath Routing (MP-YEAH) for Congestion Control in High-Speed Networks. 809-820 2019 AISI https://doi.org/10.1007/978-3-030-31129-2_74 conf/aisi/2019 db/conf/aisi/aisi2019.html#AdelKS19

Gehad Ismail Sayed Ghada Khoriba Mohamed H. Haggag A novel chaotic salp swarm algorithm for global optimization and feature selection. 3462-3481 2018 48 Appl. Intell. 10 https://doi.org/10.1007/s10489-018-1158-6 https://www.wikidata.org/entity/Q130158605 db/journals/apin/apin48.html#SayedKH18

Ghada Khoriba Jie Li 0002 Yusheng Ji Cross-layer design for topology control and routing in MANETs. 257-267 2012 12 Wirel. Commun. Mob. Comput. 3 https://doi.org/10.1002/wcm.957 db/journals/wicomm/wicomm12.html#GhadaLJ12

Khoriba Ghada Jie Li 0002 Yusheng Ji Energy and mobility-aware topology control in heterogeneous mobile ad hoc networks. 147-153 2010 5 Int. J. Comput. Sci. Eng. 2 https://doi.org/10.1504/IJCSE.2010.036824 db/journals/ijcse/ijcse5.html#GhadaLJ10

Khoriba Ghada Jie Li 0002 Yusheng Ji Guojun Wang 0001 Cross-layer Approach for Energy Efficient Routing in WANETs. 393-402 2009 MASS https://doi.org/10.1109/MOBHOC.2009.5336975 https://doi.ieeecomputersociety.org/10.1109/MOBHOC.2009.5336975 conf/mass/2009 db/conf/mass/mass2009.html#GhadaLJW09 Khoriba Ghada Jie Li 0002 Yusheng Ji Localized Mobility-Aware Geometric Graphs for Topology Control in Heterogeneous Mobile Ad Hoc Networks. 178-188 2007 conf/dnis/2007 DNIS https://doi.org/10.1007/978-3-540-75512-8_13 db/conf/dnis/dnis2007.html#GhadaLJ07 Hala Abbas Mariem Abdou Kamal Abdul-Fattah Mustafa AbdulRazek Michael Adel Nermeen Adel Arwa Ahmed Eslam Ahmed Tamer Arafa Ahmed Ashraf Walid AtabanyWalid Al-Atabany Ali Nasser Badawy Mariam Barakat Mohammed Belal Ahmed M. Darwish 0001 Ahmed T. Elboardy Rawan Elfaramawy Mohamed ElHelw Asmaa Elmaghraby Eman Elrefai Elhassan Anas Elsabry Ziad Elshaer Sergio Escalera Mohamed Essawey Zeyad Ezzat Mohamed H. Gad-Elrab Dan Guo 0001 Xuanming Guo Mohamed H. Haggag Alaa Hatem Shahenda Hatem Lian He Yusheng Ji Yiming Jia Ahmed Kabil Ayman Khalafallah Jie Li 0002 Xun Lin Abdelrahman Lotfy Karim Magdy Samaa Maged Abeer Mahgoub Mohamed Makram Walaa Medhat 0001 Ensaf Hussein Mohamed Kareem Mohamed Tamer Nadeem Remon Nagaty Esraa Negm Muhammad Nouman Mohamed Osman Essam A. Rashed Rowayda A. Sadek Ahmed Tamer Salah Kirollos Saleh Gehad Ismail Sayed Sahar Selim Bassel Sherif Yue Sun 0001 Mingkui Tan Tao Tan 0002 Tasneem Wael Guojun Wang 0001 Taorui Wang Weicheng Xie 0001 Yong Xu 0001 Qilang Ye Mina Yousef Zitong Yu Xiaochen Yuan Jiayu Zhang Jie Zhang 0081 Yu Zhou 0015