This two-volume set LNAI 16370-16371 constitutes the refereed proceedings of the 38th Australasian Joint Conference on Artificial Intelligence, AI 2025, held in Canberra, ACT, Australia, during December 1 5, 2025. The 73 full papers presented together with 1 short papers were carefully reviewed and selected from 152 submissions. They were organized in following topical section: Part I : Language and Foundation Models and Knowledge Representation and Data Mining, Part II : Learning Algorithms, Computer Vision, AI for Healthcare and Reinforcement Learning and Robotics.
This two-volume set LNAI 16370-16371 constitutes the refereed proceedings of the 38th Australasian Joint Conference on Artificial Intelligence, AI 2025, held in Canberra, ACT, Australia, during December 1 5, 2025.
The 73 full papers presented together with 1 short papers were carefully reviewed and selected from 152 submissions. They were organized in following topical section:
Part I : Language and Foundation Models and Knowledge Representation and Data Mining,
Part II : Learning Algorithms, Computer Vision, AI for Healthcare and Reinforcement Learning and Robotics.
. Language and Foundation Models. . Analysis of Large Language Model Prompting and Generation using Toulmin’s Model. . MultiRAG: An Agentic Multi modal and Multi source Retrieval Augmented Generation Framework for Scientific Research. . Enhancing RAG System Performance Through Semantic Layout Chunking. . Automating Perdurant Meta Property Assignment using GPT 4. . Evaluating Large Language Models for Real World Engineering Tasks. . Generation of Ethical Rules Using Large Language Models. . Large Language Models Imitate Logical Reasoning, but at what Cost?. . LAPEFT: A Lexicon Enhanced Approach to Parameter Efficient Fine Tuning for Financial News Sentiment Classification. . SimLabel: Consistency Guided OOD Detection with Pretrained Vision Language Models. . RePrompt: Towards Robust Continual Test Time Adaptation via Replay Prompt for CLIP. . Trustworthy and Explainable AI. . Probabilistic Lipschitzness and the Stable Rank for Measuring XAI Model Robustness. . Graph based Integrated Gradients for Explaining Graph Neural Networks. . Assessing Algorithmic Fairness in Socioeconomic Predictions Using Australian Census Data. . TrustGuard: IoT Intrusion Detection with XAI Driven Feature Refinement for Enhanced Multi class Edge Classification. . PP Pose: Privacy Preserving Human Pose Estimation Using Random High Frequency Channel Combinations. . Do They Understand Them? An Updated Evaluation on Nonbinary Pronoun Handling in Large Language Models. . Concept Control for LLM Safety Using Radial Basis Function Representations. . Prompting Instability: An Empirical Study of LLM Robustness in Code Vulnerability Detection. . Requirements based Explainability for Multi Agent Systems. . On Explaining Proxy Discrimination and Unfairness in Individual Decisions Made by AI Systems. . All Models Are Miscalibrated, But Some Less So: Comparing Calibration with Conditional Mean Operators. . Whose Side Are You On: Investigating Political Bias of Large Language Models. . Guardrails, Not Guesswork: A Framework for Trustworthy AI Adoption. . Knowledge Representation and Data Mining. . Categorization Architecture with Predictive Reasoning and Alignment for UNSPSC. . SVDformer: Direction Aware Spectral Graph Embedding Learning via SVD and Transformer. . Predicting Generalization Error under Graph Distribution Shifts via Parameter Discrepancy with Accumulated Gradient. . Predicting Graph Structure via Adapted Flux Balance Analysis. . cFedLAD: A Clustered Additive LoRA Framework for Robust and Personalized Federated Learning. . Dimensionally Reduced Open World Clustering: DROWCULA. . Noise Robust Topology Estimation of 2D Image Data via Neural Networks and Persistent Homology. . MFiSP: A Multimodal Fire Spread Prediction Framework. . Signal Beneath the Surface: A Deep Learning Pipeline for Marine Acoustic Intelligence. . Weather Forecasting System “Four Seasons in One Day” and Shelter Suggestion for Sydney & Melbourne & Canberra. . Proactive Air Quality Forecasting and Health Alert System for Melbourne. . Solving Partial Graph Matching as a Stable Matching Problem.
. Language and Foundation Models. . Analysis of Large Language Model Prompting and Generation using Toulmin’s Model. . MultiRAG: An Agentic Multi modal and Multi source Retrieval Augmented Generation Framework for Scientific Research. . Enhancing RAG System Performance Through Semantic Layout Chunking. . Automating Perdurant Meta Property Assignment using GPT 4. . Evaluating Large Language Models for Real World Engineering Tasks. . Generation of Ethical Rules Using Large Language Models. . Large Language Models Imitate Logical Reasoning, but at what Cost?. . LAPEFT: A Lexicon Enhanced Approach to Parameter Efficient Fine Tuning for Financial News Sentiment Classification. . SimLabel: Consistency Guided OOD Detection with Pretrained Vision Language Models. . RePrompt: Towards Robust Continual Test Time Adaptation via Replay Prompt for CLIP. . Trustworthy and Explainable AI. . Probabilistic Lipschitzness and the Stable Rank for Measuring XAI Model Robustness. . Graph based Integrated Gradients for Explaining Graph Neural Networks. . Assessing Algorithmic Fairness in Socioeconomic Predictions Using Australian Census Data. . TrustGuard: IoT Intrusion Detection with XAI Driven Feature Refinement for Enhanced Multi class Edge Classification. . PP Pose: Privacy Preserving Human Pose Estimation Using Random High Frequency Channel Combinations. . Do They Understand Them? An Updated Evaluation on Nonbinary Pronoun Handling in Large Language Models. . Concept Control for LLM Safety Using Radial Basis Function Representations. . Prompting Instability: An Empirical Study of LLM Robustness in Code Vulnerability Detection. . Requirements based Explainability for Multi Agent Systems. . On Explaining Proxy Discrimination and Unfairness in Individual Decisions Made by AI Systems. . All Models Are Miscalibrated, But Some Less So: Comparing Calibration with Conditional Mean Operators. . Whose Side Are You On: Investigating Political Bias of Large Language Models. . Guardrails, Not Guesswork: A Framework for Trustworthy AI Adoption. . Knowledge Representation and Data Mining. . Categorization Architecture with Predictive Reasoning and Alignment for UNSPSC. . SVDformer: Direction Aware Spectral Graph Embedding Learning via SVD and Transformer. . Predicting Generalization Error under Graph Distribution Shifts via Parameter Discrepancy with Accumulated Gradient. . Predicting Graph Structure via Adapted Flux Balance Analysis. . cFedLAD: A Clustered Additive LoRA Framework for Robust and Personalized Federated Learning. . Dimensionally Reduced Open World Clustering: DROWCULA. . Noise Robust Topology Estimation of 2D Image Data via Neural Networks and Persistent Homology. . MFiSP: A Multimodal Fire Spread Prediction Framework. . Signal Beneath the Surface: A Deep Learning Pipeline for Marine Acoustic Intelligence. . Weather Forecasting System “Four Seasons in One Day” and Shelter Suggestion for Sydney & Melbourne & Canberra. . Proactive Air Quality Forecasting and Health Alert System for Melbourne. . Solving Partial Graph Matching as a Stable Matching Problem.
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