ACM Transactions on Intelligent Systems and Technology (TIST) (2026)

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2026 Volume 17 Issue 1

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Reinforcement Learning for Server-Aware Offloading in Multi-Tier Multi-Instance Computing Architecture.
Afzal Badshah|Ali Daud|Sakher Ghanem|Sami Alesawi|Mohammad D. Alahmadi|Ammar Almutawa
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OCP: Proactive Optimal Charging Planning for Electric Vehicles.
Saeed Nasehi Basharzad|Farhana Murtaza Choudhury|Egemen Tanin
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Query Performance Prediction Using Neural Query Space Proximity.
Amin Bigdeli|Sajad Ebrahimi|Negar Arabzadeh|Sara Salamat|Shirin Seyedsalehi|Maryam Khodabakhsh|Fattane Zarrinkalam|Ebrahim Bagheri
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FedPRS: A Privacy-preserving Representation Synthesis Framework for Federated Contribution Evaluation.
Yuwei Fan|Yuan Yao|Wei Xi|Quan Zhao|Zelei Liu|Lixin Fan|Qiang Yang|Jian Jin
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Corrigendum: DESIGN: Online Device Selection and Edge Association for Federated Synergy Learning-enabled AIoT.
Shucun Fu|Fang Dong|Dian Shen|Runze Chen|Jiangshan Hao
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Mining High Average Utility Nonoverlapping Patterns from Sequential Database.
Meng Geng|Youxi Wu|Yan Li|Jing Liu|Lei Guo|Xingquan Zhu|Xindong Wu
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Global Forecasting Model for LED Lumen Degradation: An Optimal Cluster Estimation Method.
Aiman Ghannami
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Matching Accounts on Blockchain via Pseudo Fine-tuning of Language Models.
Sihao Hu|Tiansheng Huang|Fatih Ilhan|Selim Furkan Tekin|Greg Eisenhauer|Margaret L. Loper|Ling Liu
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Patch-Level Contrastive Learning for Improved Time Series Classification with Gramian Angular Field.
Yohan Kim|Sungyoung Yoon|Junho Shin|Younghoon Lee
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Reinforcement Learning-based Reliable Synthesis of Bioassays on MEDA Digital Microfluidic Biochips.
Debraj Kundu|Gadikoyila Satya Vamsi|Karnati Vivek Veman|Gurram Mahidhar|Sudip Roy
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RenHaze: A Coarse-to-Fine Rendering Framework for Improving Robustness to Haze.
Trung-Hieu Le|Shih-Chia Huang|Quoc-Viet Hoang|ZhiHui Lu
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Adversarial Face Database against Deep Learning-Enabled Reconstruction Attacks.
Hui Liu|Ling Ding|Jiageng Chen|Jinghua Wang|Xu Du|Jiabao Guo
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Joint Service Migration and Resource Allocation for DNN Tasks using SA-DDQN-DDPG in Vehicular Edge Computing.
Chunlin Li|Zihao Zhang|Bingxin Wang|Mengchao Lei|Sen Liu|Aoyong Li|Shaohua Wan
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Verifying Online Safety Properties for Safe Deep Reinforcement Learning.
Luca Marzari|Ferdinando Cicalese|Alessandro Farinelli|Christopher Amato|Enrico Marchesini
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Similarity Search with Data Missing.
Changyi Ma|Xuan Song
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Improved Image Classification using Lightweight Deep Neural Network Enhancements.
Vasileios Pentsos|Spyros Tragoudas|Kiriti Nagesh Gowda|Mike Schmit
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ROIS: Role-Based Multi-Agent Collaboration by Context-Time-Aware Information Sharing.
Hanwen Qi|Tinghuai Ma|Kexing Peng|Xin Yu
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On Developing Explainable AI Evaluation Metrics for Image Classification Using Borda Count and Multiple Correlation Techniques.
Anish Samuel Varghese|Somasundaram G.|Athira Nambiar
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A Structure-Aware Fair Recommendation Approach Based on Counterfactual Dynamic Hypergraphs.
Shanshan Wan|Zebin Fu|Qiyi Zhou|Chuyuan Wei|Chang-Dong Wang
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Multi-Layer Self-Assessment with Filtering for 3D Object Detection in Autonomous Vehicles.
Hakan Yekta Yatbaz|Konstantinos Koufos|Mehrdad Dianati|Roger Woodman
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BH3-MedRec: Bilateral Hierarchical Heterogeneous Hypergraph Convolution Network for Medication Recommendation.
Zihan Zhang|Hongzhi Liu|Tianqi Sun|Xiaoshuang Guo|Zhonghai Wu
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Graph Stochastic Neural Process for Inductive Few-shot Knowledge Graph Completion.
Zicheng Zhao|Linhao Luo|Shirui Pan|Chengqi Zhang|Chen Gong
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Fusing Cross-Domain Knowledge from Multimodal Data to Solve Problems in the Physical World.
Yu Zheng
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Towards On-device Personalization: Cloud-device Collaborative Data Augmentation for Efficient On-device Language Model.
Zhaofeng Zhong|Wei Yuan|Liang Qu|Tong Chen|Hao Wang|Xiangyu Zhao|Hongzhi Yin
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Autonomous Domain Adaptation Self-Optimization Approach for Cross-Domain Industrial Agents.
Tian-Yu Zuo|Kai Di|Pan Li|Yichuan Jiang

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2026 Volume 17 Issue 2

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HRGNN: Learning Holistically Robust Graph Neural Networks on Noisy Graphs with Label Scarcity.
Jun-Wei Chiu|Cheng-Te Li
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Chain Disruption Risk-Oriented Task Migration in Multiplex Networked Industrial Chains.
Kai Di|Tian-Yu Zuo|Pan Li|Jiuchuan Jiang|Yichuan Jiang
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ExReg: Wide-range Photo Exposure Correction via a Multi-dimensional Regressor with Attention.
Huu-Phu Do|Hao-Chien Hsueh|Tzu-Hao Chiang|Chi Han Chen|Wen-Hsiao Peng|Ching-Chun Huang
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GCT: A Granger-Causal Transformer for Multivariate Traffic Analysis in Smart Villages.
Alberto Durán-López|Daniel Bolaños-Martinez|Suparna De|María Bermúdez-Edo
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Microscale-Searching Optimization for Transfer Learning-Based Filter Fine-Tuning.
Le Feng|Fujian Feng|Li Xiao|Mian Tan|Han Huang|Yinong Wang
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Dataset Pruning Using Early Exit Networks.
Alperen Görmez|Erdem Koyuncu
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Breaking the Fog with SIGHT: Attention-Guided State Prediction for Partially Observable Reinforcement Learning.
Leonard Christopher Limanjaya|Dae-Ki Kang
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Multi-Metric Client Activation Method for Fast and Accurate Federated Learning.
Jihyun Lim|Tuo Zhang|Sunwoo Lee
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Self-Supervised Bipartite Graph Neural Networks with Missing Value Imputation for Small Tabular Data Predictions.
Pei-Chia Liu|Cheng-Te Li
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PRiD\(\boldsymbol{\varepsilon}\): A Contextual and Pattern-Aware Model for Digital Twins Using Genetically Optimized Differential Privacy.
Sheema Madhusudhanan|Arun Cyril Jose
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A Comprehensive Performance Evaluation of LLMs for Data-to-Text Generation and Divergence-Weighted Training.
Joy Mahapatra|Utpal Garain
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Learning Context-aware Term Importance for Query Performance Prediction.
Abbas Saleminezhad|Negar Arabzadeh|Soosan Beheshti|Ebrahim Bagheri
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Survey of Action Recognition, Spotting, and Spatio-Temporal Localization in Soccer - Current Trends and Research Perspectives.
Karolina Seweryn|Anna Wróblewska|Szymon Lukasik
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Beyond the Singularity Myth: Artificial General Intelligence as Cumulative Infrastructural Transformation - Absorption Capacity, Epistemic Drift, and the Erosion of Human Verification Power.
Amarda Shehu
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Shades of Neutrality: Detecting Media Slant in a Political Monopoly Using Quotation Accuracy.
Lucas Shen
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A Survey on Automatic Credibility Assessment Using Textual Credibility Signals in the Era of Large Language Models.
Ivan Srba|Olesya Razuvayevskaya|João Augusto Leite|Róbert Móro|Ipek Baris Schlicht|Sara Tonelli|Francisco Moreno García|Santiago Barrio Lottmann|Denis Teyssou|Valentin Porcellini|Carolina Scarton|Kalina Bontcheva|Mária Bieliková
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Toward Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRT.
Zhen Tao|Yanfang Chen|Dinghao Xi|Zhiyu Li|Wei Xu
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ME-NAS: A Micro Expression Feature Adaptive Neural Architecture Search.
Monu Verma|Santosh Kumar Vipparthi|Subrahmanyam Murala|Mohamed Abdel-Mottaleb
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Reconciling Cognitive Modeling with Knowledge Forgetting: A Continuous Time-aware General Neural Network Framework.
Ziwen Wang|Jingyuan Wang|Haiping Ma|Hengshu Zhu|Shangshang Yang|Xiaoshan Yu|Shuhuan Liu|Haifeng Zhang|Xingyi Zhang
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Federated Inverse Probability Treatment Weighting for Individual Treatment Effect Estimation.
Changchang Yin|Hong-You Chen|Wei-Lun Chao|Ping Zhang
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iMIA: Assessing Mission Risk in Uncertain, Interdependent AI Systems.
Han Jun Yoon|Ashrith Reddy Thukkaraju|Jin-Hee Cho|Shou Matsumoto|Jair Feldens Ferrari|Paulo C. G. Costa|Donghwan Lee|Myung Kil Ahn
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Atom-Motif Contrastive Transformer for Molecular Property Prediction.
Wentao Yu|Shuo Chen|Chen Gong|Bo Han|Gang Niu|Masashi Sugiyama
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Towards Fair Graph Representation Learning by Overcoming Social Homophily.
Guixian Zhang|Guan Yuan|Debo Cheng|Lin Liu|Jiuyong Li|Shichao Zhang
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Self-Supervised Learning for Clinical Time Series via Robust Optimization and Adaptive Data Augmentation.
Yujun Zhu|Shuhao Huang|Yanhang Shi

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2026 Volume 17 Issue 3

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Transformer Model Embedding Dual Stream for Modulation Classification of Short Signal Samples.
Thien-Thanh Dao|Quoc-Viet Pham|Thien Huynh-The|Won-Joo Hwang
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PMARL: Multi-Agent Reinforcement Learning in Large-Scale Systems.
Baofu Fang|Qiong Wang|Hao Wang|Kui Yu|Zaijun Wang
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Cascade Transformer for Hierarchical Semantic Reasoning in Text-Based Visual Question Answering.
Yuan Gao|Dezhen Feng|Laurence T. Yang|Jing Yang|Xiaowen Jiang|Jieming Yang
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Improving Knowledge Tracing through Multi-Source Scaling with Decoder-Only Transformers.
Teng Guo|Bojun Zhan|Shuyan Huang|Jiahao Chen|Xiangyu Zhao|Mingliang Hou|Zitao Liu
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You Can Only Tune Normalization: A Simple and Effective Approach to Parameter-Efficient Fine-Tuning.
Lingyun Huang|Jianxu Mao|Junfei Yi|Ziming Tao|Ziyang Peng|Wei He|Rui Liu|Yaonan Wang
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Transformer-Enhanced Adaptive Graph Convolutional Network for Traffic Flow Prediction.
Enfu Huang|Zhanshan Zhao|Jiao Yin|Jinli Cao|Hua Wang
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U-Net Encapsulated Transformer for Reducing Dimensionality in Training Large Language Models.
Marvin John Ignacio|Yong-Guk Kim|Hulin Jin|Seunghee Yu
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Enhancing POI Recommendation through Global Graph Disentanglement with POI Weighted Module.
Pei-Xuan Li|Cheng-Ru Chou|Wei-Yun Liang|Fandel Lin|Hsun-Ping Hsieh
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Mitigating Data Redundancy to Revitalize Transformer-Based Long-Term Time Series Forecasting System.
Mingjie Li|Rui Liu|Guangsi Shi|Mingfei Han|Changlin Li|Lina Yao|Xiaojun Chang|Ling Chen
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Clue and Context Fusion for Sarcasm Detection with Large Multimodal Models.
Qiuyu Li|Yushan Pan|Ding Wang|Wei Wang|Xiaowei Huang|Zhijie Xu
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Dynamic Population Distribution Aware Human Trajectory Generation with Diffusion Model.
Qingyue Long|Can Rong|Tong Li|Yong Li
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Frequency-Modulated Transformer Self-Attention for Advanced Infectious Disease Prediction.
Asmita Mahajan|Durga Toshniwal
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Spectraformer: A Unified Random Feature Framework for Transformer.
Duke Nguyen|Du Yin|Aditya Joshi|Flora Salim
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Delete but Not Gone: Reactivation of Neural Network Watermarks.
Hewang Nie|Jue Xiao|Zhi Lu|Renfei Shen|Songfeng Lu
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Robust Neural Model for Searching over Incomplete Graphs.
Radin Hamidi Rad|Ebrahim Bagheri|Mehdi Kargar|Divesh Srivastava|Jarek Szlichta
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Hypernetwork-Enhanced Hierarchical Federated Learning for Long-Term Traffic Prediction with Transformer.
Siyue Shuai|Xiangjie Kong|Lutong Liu|Wenhong Zhao|Guojiang Shen|Ivan Lee
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RMTrans: Robust Multimodal Transformers for Patient Prognosis under Backdoor Threats.
Tao Tang|Guoqing Han|Renqiang Luo|Feng Ding|Shuo Yu|Ivan Lee
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Probabilistic Runtime Verification, Evaluation, and Risk Assessment of Visual Deep Learning Systems.
Birk Torpmann-Hagen|Pål Halvorsen|Michael A. Riegler|Dag Johansen
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REMEND: Neural Decompilation for Reverse Engineering Math Equations from Binary Executables.
Meet Udeshi|Prashanth Krishnamurthy|Ramesh Karri|Farshad Khorrami
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Learning Causality-Aware Exploration with Transformers for Goal-Oriented Navigation.
Ruoyu Wang|Tong Yu|Mingjie Li|Yuanjiang Cao|Yao Liu|Lina Yao
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Introduction to the Special Issue on Transformers.
Feng Xia|Tyler Derr|Anh Tuan Luu|Richa Singh|Aline Villavicencio
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Mutual Information-Guided Style Augmentation for Single Domain Generalization.
Shuai Yang|Zhen Zhang|Kui Yu|Lichuan Gu|Xindong Wu
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Semi-Supervised Crowd Counting via Swin Transformer with Adaptive Soft Threshold and Contrastive Learning.
Mingwei Yao|Kehua Guo|Lingyan Zhang|Xuyang Tan|Xiaokang Zhou
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LKAFormer: A Lightweight Kolmogorov-Arnold Transformer Model for Image Semantic Segmentation.
Shoulin Yin|Liguo Wang|Tao Chen|Huafei Huang|Jing Gao|Jianing Zhang|Meng Liu|Peng Li|Chengpei Xu
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Popularity Bias Mitigation Based on Time Interval-Aware Data Augmentation for Sequential Recommendation.
Wenxu Zhao|Yongkang Li|Yuheng Wu|Yuan Cui|Xiaona Xia