Huizhi Liang

Orcid: 0000-0003-4408-4528

Affiliations:
  • Newcastle University, School of Computing, Newcastle upon Tyne, UK
  • University of Reading, Department of Computer Science, UK (2017-2021)
  • Sorbonne University, LIP6, France (2016-2017)
  • University of Melbourne, Department of Computing and Information Systems, VIC, Australia (2014-2016)
  • Australian National University, School of Computer Science, Australia (2012-2014)
  • Queensland University of Technology, Australia (PhD 2011)


According to our database1, Huizhi Liang authored at least 86 papers between 2008 and 2026.

Collaborative distances:

Timeline

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Bibliography

2026
Relation-aware multimodal data hashing for scalable recommendation systems.
Data Min. Knowl. Discov., June, 2026

Review of Explainable Graph-Based Recommender Systems.
ACM Comput. Surv., April, 2026

NCL-BU at SemEval-2026 Task 3: Fine-tuning XLM-RoBERTa for Multilingual Dimensional Sentiment Regression.
CoRR, April, 2026

NCL-UoR at SemEval-2026 Task 5: Embedding-Based Methods, Fine-Tuning, and LLMs for Word Sense Plausibility Rating.
CoRR, March, 2026

Systematic Characterization of Minimal Deep Learning Architectures: A Unified Analysis of Convergence, Pruning, and Quantization.
CoRR, January, 2026

PAD-Guided Multimodal Hybrid Contrastive Emotion Recognition upon STEM-E2VA Dataset.
Multimodal Technol. Interact., 2026

KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge.
Proceedings of the Findings of the Association for Computational Linguistics: EACL 2026, 2026

2025
Art2Music: Generating Music for Art Images with Multi-modal Feeling Alignment.
CoRR, December, 2025

Deep Learning-Assisted Detection of Sarcopenia in Cross-Sectional Computed Tomography Imaging.
CoRR, August, 2025

Explainable Meta-Path Based Recommender Systems.
Trans. Recomm. Syst., June, 2025

D2R: dual regularization loss with collaborative adversarial generation for model robustness.
CoRR, June, 2025

KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?
ACM Trans. Inf. Syst., May, 2025

CRRG-CLIP: Automatic Generation of Chest Radiology Reports and Classification of Chest Radiographs.
CoRR, January, 2025

tinaal at SemEval-2025 Task 11: Enhancing Perceived Emotion Intensity Prediction with Boosting Fine-Tuned Transformers.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

NCL-AR at SemEval-2025 Task 7: A Sieve Filtering Approach to Refute the Misinformation within Harmful Social Media Posts.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

OseiBrefo-Liang at SemEval-2025 Task 8 : A Multi-Agent LLM code generation approach for answering Tabular Questions.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

UoR-NCL at SemEval-2025 Task 1: Using Generative LLMs and CLIP Models for Multilingual Multimodal Idiomaticity Representation.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

Chinchunmei at SemEval-2025 Task 11: Boosting the Large Language Model's Capability of Emotion Perception using Contrastive Learning.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT.
Proceedings of the 19th International Workshop on Semantic Evaluation, 2025

AdaGAT: Adaptive Guidance Adversarial Training for the Robustness of Deep Neural Networks.
Proceedings of the Pattern Recognition and Computer Vision - 8th Chinese Conference, 2025

MemoryChat: Leveraging Large Language Models as Conversational Agents to Transform the Cognitive Assessment in Dementia Care.
Proceedings of the Machine Learning, Optimization, and Data Science, 2025

KMagent: A Multi-agent Large Language Model-based Knowledge Management Platform for Product Innovation.
Proceedings of the Machine Learning, Optimization, and Data Science, 2025

D<sup>2</sup>R: Dual Regularization Loss with Collaborative Adversarial Generation for Model Robustness.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2025, 2025

2024
Speech emotion recognition based on bi-directional acoustic-articulatory conversion.
Knowl. Based Syst., 2024

Dynamic Label Adversarial Training for Deep Learning Robustness Against Adversarial Attacks.
CoRR, 2024

On Learnable Parameters of Optimal and Suboptimal Deep Learning Models.
CoRR, 2024

Fine-tuning Large Language Models for Multigenerator, Multidomain, and Multilingual Machine-Generated Text Detection.
CoRR, 2024

hyy33 at WASSA 2024 Empathy and Personality Shared Task: Using the CombinedLoss and FGM for Enhancing BERT-based Models in Emotion and Empathy Prediction from Conversation Turns.
Proceedings of the 14th Workshop on Computational Approaches to Subjectivity, 2024

NU at WASSA 2024 Empathy and Personality Shared Task: Enhancing Personality Predictions with Knowledge Graphs; A Graphical Neural Network and LightGBM Ensemble Approach.
Proceedings of the 14th Workshop on Computational Approaches to Subjectivity, 2024

Chinchunmei at WASSA 2024 Empathy and Personality Shared Task: Boosting LLM's Prediction with Role-play Augmentation and Contrastive Reasoning Calibration.
Proceedings of the 14th Workshop on Computational Approaches to Subjectivity, 2024

Zhenmei at WASSA-2024 Empathy and Personality Shared Track 2 Incorporating Pearson Correlation Coefficient as a Regularization Term for Enhanced Empathy and Emotion Prediction in Conversational Turns.
Proceedings of the 14th Workshop on Computational Approaches to Subjectivity, 2024

NCL_NLP at SemEval-2024 Task 7: CoT-NumHG: A CoT-Based SFT Training Strategy with Large Language Models for Number-Focused Headline Generation.
Proceedings of the 18th International Workshop on Semantic Evaluation, 2024

NCL-UoR at SemEval-2024 Task 8: Fine-tuning Large Language Models for Multigenerator, Multidomain, and Multilingual Machine-Generated Text Detection.
Proceedings of the 18th International Workshop on Semantic Evaluation, 2024

nicolay-r at SemEval-2024 Task 3: Using Flan-T5 for Reasoning Emotion Cause in Conversations with Chain-of-Thought on Emotion States.
Proceedings of the 18th International Workshop on Semantic Evaluation, 2024

NU-RU at SemEval-2024 Task 6: Hallucination and Related Observable Overgeneration Mistake Detection Using Hypothesis-Target Similarity and SelfCheckGPT.
Proceedings of the 18th International Workshop on Semantic Evaluation, 2024

Personality Profiling for Literary Character Dialogue Agents with Human Level Attributes.
Proceedings of the Machine Learning, Optimization, and Data Science, 2024

Cross-Metapath Based Hashing for Recommendation Systems.
Proceedings of the Machine Learning, Optimization, and Data Science, 2024

On Learnable Parameters of Optimal and Suboptimal Deep Learning Models.
Proceedings of the Neural Information Processing - 31st International Conference, 2024

Security Assessment of Hierarchical Federated Deep Learning.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2024, 2024

HTEKG: A Human-Trait-Enhanced Literary Knowledge Graph with Language Model Evaluation.
Proceedings of the 16th International Joint Conference on Knowledge Discovery, 2024

ARElight: Context Sampling of Large Texts for Deep Learning Relation Extraction.
Proceedings of the Advances in Information Retrieval, 2024

2023
Scalable and explainable visually-aware recommender systems.
Knowl. Based Syst., March, 2023

Dialogue Agents with Literary Character Personality Traits.
Proceedings of the IEEE International Conference on Web Intelligence and Intelligent Agent Technology, 2023

Legal_try at SemEval-2023 Task 6: Voting Heterogeneous Models for Entities identification in Legal Documents.
Proceedings of the The 17th International Workshop on Semantic Evaluation, 2023

nclu_team at SemEval-2023 Task 6: Attention-based Approaches for Large Court Judgement Prediction with Explanation.
Proceedings of the The 17th International Workshop on Semantic Evaluation, 2023

UoR-NCL at SemEval-2023 Task 1: Learning Word-Sense and Image Embeddings for Word Sense Disambiguation.
Proceedings of the The 17th International Workshop on Semantic Evaluation, 2023

Temporal Neighborhood based Self-supervised Pre-training Model for Sleep Stages Classification.
Proceedings of the 15th International Conference on Bioinformatics and Biomedical Technology, 2023

ThyExp: An explainable AI-assisted Decision Making Toolkit for Thyroid Nodule Diagnosis based on Ultra-sound Images.
Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

2022
DRprofiling: Deep Reinforcement User Profiling for Recommendations in Heterogenous Information Networks.
IEEE Trans. Knowl. Data Eng., 2022

TNE: A general time-aware network representation learning framework for temporal applications.
Knowl. Based Syst., 2022

UoR-NCL at SemEval-2022 Task 6: Using ensemble loss with BERT for intended sarcasm detection.
Proceedings of the 16th International Workshop on Semantic Evaluation, SemEval@NAACL 2022, 2022

UoR-NCL at SemEval-2022 Task 3: Fine-Tuning the BERT-Based Models for Validating Taxonomic Relations.
Proceedings of the 16th International Workshop on Semantic Evaluation, SemEval@NAACL 2022, 2022

Improving Ultrasound Image Classification with Local Texture Quantisation.
Proceedings of the IEEE International Conference on Acoustics, 2022

Relation-aware Blocking for Scalable Recommendation Systems.
Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

Improving Conversational Recommender Systems via Knowledge Graph-based Semantic Fusion with Historical Interaction Data.
Proceedings of the IEEE International Conference on Big Data, 2022

Attractiveness Analysis for Health Claims on Food Packages.
Proceedings of the Data Mining - 20th Australasian Conference, AusDM 2022, Western Sydney, 2022

2021
UOR at SemEval-2021 Task 12: On Crowd Annotations; Learning with Disagreements to optimise crowd truth.
Proceedings of the 15th International Workshop on Semantic Evaluation, 2021

UoR at SemEval-2021 Task 4: Using Pre-trained BERT Token Embeddings for Question Answering of Abstract Meaning.
Proceedings of the 15th International Workshop on Semantic Evaluation, 2021

UoR at SemEval-2021 Task 7: Utilizing Pre-trained DistilBERT Model and Multi-scale CNN for Humor Detection.
Proceedings of the 15th International Workshop on Semantic Evaluation, 2021

Augmenting Visual Information in Knowledge Graphs for Recommendations.
Proceedings of the IUI '21: 26th International Conference on Intelligent User Interfaces, 2021

Health Claims Unpacked: A toolkit to Enhance the Communication of Health Claims for Food.
Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

2020
A Dynamic Bayesian Network Approach for Analysing Topic-Sentiment Evolution.
IEEE Access, 2020

UoR at SemEval-2020 Task 4: Pre-trained Sentence Transformer Models for Commonsense Validation and Explanation.
Proceedings of the Fourteenth Workshop on Semantic Evaluation, 2020

UoR at SemEval-2020 Task 8: Gaussian Mixture Modelling (GMM) Based Sampling Approach for Multi-modal Memotion Analysis.
Proceedings of the Fourteenth Workshop on Semantic Evaluation, 2020

Identity-Aware Attribute Recognition via Real-Time Distributed Inference in Mobile Edge Clouds.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

2018
Explainable Sentiment Analysis with Applications in Medicine.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018

2016
UNIMELB at SemEval-2016 Tasks 4A and 4B: An Ensemble of Neural Networks and a Word2Vec Based Model for Sentiment Classification.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

UniMelb at SemEval-2016 Task 3: Identifying Similar Questions by combining a CNN with String Similarity Measures.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

Toward Sentiment Analysis in Elderly Care Facility.
Proceedings of the New Frontiers in Artificial Intelligence, 2016

Semantic-aware blocking for entity resolution.
Proceedings of the 32nd IEEE International Conference on Data Engineering, 2016

2015
Dynamic Sorted Neighborhood Indexing for Real-Time Entity Resolution.
ACM J. Data Inf. Qual., 2015

RoseMerry: A Baseline Message-level Sentiment Classification System.
Proceedings of the 9th International Workshop on Semantic Evaluation, 2015

A Probabilistic Rating Auto-encoder for Personalized Recommender Systems.
Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

2014
Noise-Tolerant Approximate Blocking for Dynamic Real-Time Entity Resolution.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2014

Dynamic Sorted Neighborhood Indexing for Real-Time Entity Resolution.
Proceedings of the Databases Theory and Applications, 2014

2013
Dynamic Similarity-Aware Inverted Indexing for Real-Time Entity Resolution.
Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2013

2012
Personalized recommender systems integrating tags and item taxonomy.
Web Intell. Agent Syst., 2012

Time-aware topic recommendation based on micro-blogs.
Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

2010
Developing Trust Networks Based on User Tagging Information for Recommendation Making.
Proceedings of the Web Information Systems Engineering - WISE 2010, 2010

Mining Users' Opinions Based on Item Folksonomy and Taxonomy for Personalized Recommender Systems.
Proceedings of the ICDMW 2010, 2010

Parallel User Profiling Based on Folksonomy for Large Scaled Recommender Systems: An Implimentation of Cascading MapReduce.
Proceedings of the ICDMW 2010, 2010

Connecting users and items with weighted tags for personalized item recommendations.
Proceedings of the HT'10, 2010

Personalized recommender system based on item taxonomy and folksonomy.
Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

2009
Personalized Recommender Systems Integrating Social Tags and Item Taxonomy.
Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence, 2009

Tag Based Collaborative Filtering for Recommender Systems.
Proceedings of the Rough Sets and Knowledge Technology, 4th International Conference, 2009

2008
Collaborative Filtering Recommender Systems Using Tag Information.
Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology, 2008


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