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.
. Learning Algorithms. . Price Equilibrium Routing: A Lightweight Framework for Expert Selection in Mixture of Experts. . Minimum Message Length t test. . Towards Scalable Backpropagation Free Gradient Estimation. . Coordinate free k means clustering. . The Ensemble Kalman Update is an Empirical Matheron Update. . Using Individual Problem Instances for Exploratory Black Box Optimisation Benchmarking: A Case Study Using XOR Neural Networks. . On Knowledge Informed Deep Learning for Modelling Complex Spatiotemporal Systems. . Trajectory segmentation and self supervised classification for subtask discovery. . Computer Vision. . NoPo3DFusion: Scaling Two Images to Long Videos via 3D Aware Iterative Diffusion. . Gaussian Alignment for Relative Camera Pose Estimation via Single View Reconstruction. . Street Depth Aware Gaussian for Modeling Dynamic Urban Scenes. . Paired Hierarchical VAEs for Image to Image Translation and Cross Reconstruction. . When Language Model Guides Vision: Grounding DINO for Cattle Muzzle Detection. . AFFT: Adapter based Few shot Fine Tuning Framework for Remote Sensing Object Detection. . Depth aware Audio Visual Segmentation with Geometry Heuristic Cross Attention. . EyeDentify: A Deep Learning Approach to Non Invasive Biometric Identification from Eye Blink Patterns. . Augmentation and Transformation for Nighttime Cloud Segmentation in All Sky Camera Images. . Room Envelopes: A Synthetic Dataset for Indoor Layout Reconstruction from Images. . PLNet 12: A Vision Language Benchmark for Zero Shot Physical Literacy Analysis Across 12 Fundamental Movements. . TrashTracer: Enabling efficient real time detection of underwater marine debris. . AI for Healthcare. . A PriDiff: Anatomical Prior Guided Conditional Diffusion for Ultrasound Spine Image Synthesis. . MammoMix: Leveraging Mixture of Experts for Robust Mammogram Breast Detection. . TripletResNet: A Deep Metric Learning Approach for mTBI Diagnosis from 3D CT. . Efficient Craniofacial Microsomia Detection via Edge focused 3D Point Cloud Network . Privacy Centric Seizure Detection Using Surface Normals, Pose and Segmentation Masks. . An Explainable Graph Learning Framework for Severe Maternal Morbidity Prediction. . Personalized Federated Graph Learning for Heterogeneous Incomplete EHRs. . Structure Matters: Brain Graph Augmentation via Learnable Edge Masking for Data efficient Psychiatric Diagnosis. . Reinforcement Learning and Robotics. . Evolving MCTS Macro Actions in Real Time Domains. . A Hybrid Multi Agent Reinforcement Learning Framework for Decentralised Search And Interact Tasks Under Partial Observability. . Synergistic MARL: Unifying Physics Informed, Meta Learning, and Hybrid Learning to Outperform Communication Based Coordination. . Guardrail Guided Policy Optimisation: Learning Disentangled Safety Constraints. . The Consensus Paradox: When Low Disagreement Leads to Catastrophic Failure in Multi Teacher Reinforcement Learning. . Towards Search Node Specific HTN Heuristics. . Planner Independent Extraction of Goals and Constraints from Natural Language for Open World Mobile Robot Missions. . PERCY: Personal Emotional Robotic Conversational System. . Understanding Human Situation Awareness in One to Many Human Robot Interaction Scenarios. . Learning Preferences in Additive Separable Hedonic Project Games. . Policy Gradient–Based Reinforcement Weighted Aggregation for Efficient Federated Learning on Heterogeneous Data.
. Learning Algorithms. . Price Equilibrium Routing: A Lightweight Framework for Expert Selection in Mixture of Experts. . Minimum Message Length t test. . Towards Scalable Backpropagation Free Gradient Estimation. . Coordinate free k means clustering. . The Ensemble Kalman Update is an Empirical Matheron Update. . Using Individual Problem Instances for Exploratory Black Box Optimisation Benchmarking: A Case Study Using XOR Neural Networks. . On Knowledge Informed Deep Learning for Modelling Complex Spatiotemporal Systems. . Trajectory segmentation and self supervised classification for subtask discovery. . Computer Vision. . NoPo3DFusion: Scaling Two Images to Long Videos via 3D Aware Iterative Diffusion. . Gaussian Alignment for Relative Camera Pose Estimation via Single View Reconstruction. . Street Depth Aware Gaussian for Modeling Dynamic Urban Scenes. . Paired Hierarchical VAEs for Image to Image Translation and Cross Reconstruction. . When Language Model Guides Vision: Grounding DINO for Cattle Muzzle Detection. . AFFT: Adapter based Few shot Fine Tuning Framework for Remote Sensing Object Detection. . Depth aware Audio Visual Segmentation with Geometry Heuristic Cross Attention. . EyeDentify: A Deep Learning Approach to Non Invasive Biometric Identification from Eye Blink Patterns. . Augmentation and Transformation for Nighttime Cloud Segmentation in All Sky Camera Images. . Room Envelopes: A Synthetic Dataset for Indoor Layout Reconstruction from Images. . PLNet 12: A Vision Language Benchmark for Zero Shot Physical Literacy Analysis Across 12 Fundamental Movements. . TrashTracer: Enabling efficient real time detection of underwater marine debris. . AI for Healthcare. . A PriDiff: Anatomical Prior Guided Conditional Diffusion for Ultrasound Spine Image Synthesis. . MammoMix: Leveraging Mixture of Experts for Robust Mammogram Breast Detection. . TripletResNet: A Deep Metric Learning Approach for mTBI Diagnosis from 3D CT. . Efficient Craniofacial Microsomia Detection via Edge focused 3D Point Cloud Network . Privacy Centric Seizure Detection Using Surface Normals, Pose and Segmentation Masks. . An Explainable Graph Learning Framework for Severe Maternal Morbidity Prediction. . Personalized Federated Graph Learning for Heterogeneous Incomplete EHRs. . Structure Matters: Brain Graph Augmentation via Learnable Edge Masking for Data efficient Psychiatric Diagnosis. . Reinforcement Learning and Robotics. . Evolving MCTS Macro Actions in Real Time Domains. . A Hybrid Multi Agent Reinforcement Learning Framework for Decentralised Search And Interact Tasks Under Partial Observability. . Synergistic MARL: Unifying Physics Informed, Meta Learning, and Hybrid Learning to Outperform Communication Based Coordination. . Guardrail Guided Policy Optimisation: Learning Disentangled Safety Constraints. . The Consensus Paradox: When Low Disagreement Leads to Catastrophic Failure in Multi Teacher Reinforcement Learning. . Towards Search Node Specific HTN Heuristics. . Planner Independent Extraction of Goals and Constraints from Natural Language for Open World Mobile Robot Missions. . PERCY: Personal Emotional Robotic Conversational System. . Understanding Human Situation Awareness in One to Many Human Robot Interaction Scenarios. . Learning Preferences in Additive Separable Hedonic Project Games. . Policy Gradient–Based Reinforcement Weighted Aggregation for Efficient Federated Learning on Heterogeneous Data.
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