By Professor Flora Salim

Preprints

Wongso W; Xue H; Salim FD, 2026, Massive-STEPS: Massive Semantic Trajectories for Understanding POI Check-ins -- Dataset and Benchmarks, http://dx.doi.org/10.48550/arxiv.2505.11239

Lin X; Yin D; Xue H; Hu W; Razzak I; Prabowo A; Amos M; Salim FD, 2026, AsyTO: Asymmetric Temporal Operator for Parameter-Efficient Multivariate Time Series Forecasting, http://dx.doi.org/10.48550/arxiv.2608.16098

Fiori M; Civitarese G; Salim FD; Bettini C, 2026, DomusFM: A Foundation Model for Event-Based Behavioral Monitoring in Smart-Homes, http://dx.doi.org/10.48550/arxiv.2602.01910

Liu Y; Nguyen T; Salim FD, 2026, CP-MoE: Consistency-Preserving Mixture-of-Experts for Continual Learning, http://dx.doi.org/10.48550/arxiv.2605.20247

Rastogi S; Kumar T; Chen B; Bedi J; Li Z; Salim FD, 2026, TRACE-TS: Attribution-Grounded and Traceable Sensor-Language Reasoning for Human Activity Understanding, http://dx.doi.org/10.48550/arxiv.2608.00200

Yin D; He E; Bañuelos JJ; Yang Y; Hu F; Luo Y; Xue H; Sigg S; Salim F, 2026, StrideDiffusion: Accelerating Diffusion Models for Time-series Generation, http://dx.doi.org/10.48550/arxiv.2607.20545

Weatherhead S; Salim F; Belbasis A; Newell BR, 2026, The Behavioural Reflection Test: A time-efficient measure of reflective reasoning in morally and epistemically charged decisions, http://dx.doi.org/10.48550/arxiv.2607.07961

Zeng Q; Xu H; Xu N; Zhao Z; Westerholm J; Salim F; Gao J; Chen H, 2026, Engineering Carbon Credits Towards A Responsible FinTech Era: The Practices, Implications, and Future, http://dx.doi.org/10.48550/arxiv.2501.14750

Li X; Xue H; Wu P; Ma X; Zhang Z; Chen H; Salim FD, 2026, Perturbation Effects on Robustness and Individual Fairness, http://dx.doi.org/10.48550/arxiv.2404.01356

Zhang B; Mahdavi N; Sethuvenkatraman S; Salim F, 2026, AutoB2G: Agentic Simulation and Reinforcement Learning for Spatio-Temporal Grid-Interactive Building Control, http://dx.doi.org/10.48550/arxiv.2603.26005

Li L; Xue H; Ao S; Song Y; Salim F, 2026, HiT-JEPA: A Hierarchical Self-supervised Trajectory Embedding Framework for Similarity Computation, http://dx.doi.org/10.48550/arxiv.2507.00028

Wang K; Nguyen T; Nguyen MH; Khan S; Salim FD, 2026, ROAD-VLA: Robust Online Adaptation via Self-Distillation for Vision-Language-Action Models, http://dx.doi.org/10.48550/arxiv.2606.25800

Bhatt K; Lin X; Amos M; Salim FD; Hu W, 2026, ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph, http://dx.doi.org/10.48550/arxiv.2606.22911

Dong H; Prabowo A; Xue H; Shuang A; Zhou T; Liang Y; Salim FD, 2026, Double-Diffusion: Balancing Speed, Accuracy, and Uncertainty in Probabilistic Forecasting for Urban Sensor Networks, http://dx.doi.org/10.48550/arxiv.2506.23053

Yin D; Xue H; Prabowo A; Ao S; Salim F, 2026, From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks, http://dx.doi.org/10.48550/arxiv.2605.29768

Li X; Zhang G; Razzak I; Hacid H; Kafeza E; Xue H; Salim FD, 2026, Evaluating LLM Personalization via Semantic Constraint Verification, http://dx.doi.org/10.48550/arxiv.2606.16368

Alselwi G; Suleiman B; Xue H; Jameel S; Hacid H; Salim FD; Razzak I, 2026, Knowledge Graph Enhanced Memory-Augmented Retrieval for Long Context Modeling, http://dx.doi.org/10.48550/arxiv.2606.14047

Nguyen T; Liu Y; Le T; de Melo C; Salim FD, 2026, FOGO: Forgetting-aware Orthogonalization Optimizer, http://dx.doi.org/10.48550/arxiv.2606.10406

Khaokaew Y; Kong R; Zufle A; Xue H; Anderson T; MacIntyre CR; Scotch M; Salim FD; Heslop DJ, 2026, An Infectious Disease Spread Simulation Based on Large Language Model Decision Making, http://dx.doi.org/10.48550/arxiv.2606.06360

Bodhankar A; Joshi A; Doan BG; Marchant T; Leslie O; Salim F, 2026, Didact: A Cross-Domain Capability Discovery System for Defence, http://dx.doi.org/10.48550/arxiv.2606.06942

Doan BG; Joshi A; Elinas P; Bodhankar A; Leslie O; Marchant T; Salim F, 2026, A Benchmark Construction and Evaluation Framework for Specialist Domains: Case Study on Defense-related Documents, http://dx.doi.org/10.48550/arxiv.2604.17943

Chen B; Li Z; Wongso W; Li L; Lin X; Xue H; Tag B; Salim F, 2026, AnyMo: Geometry-Aware Setup-Agnostic Modeling of Human Motion in the Wild, http://dx.doi.org/10.48550/arxiv.2605.22715

Alselwi G; Xue H; Jameel S; Suleiman B; Salim FD; Razzak I, 2026, Long Context Modeling with Ranked Memory-Augmented Retrieval, http://dx.doi.org/10.48550/arxiv.2503.14800

Li J; Jiang P; Saleem H; Wang Z; Koniusz P; Salim FD, 2026, SGNO: Spectral Generator Neural Operators for Stable Long Horizon PDE Rollouts, http://dx.doi.org/10.48550/arxiv.2602.18801

Yang R; Li L; Xue H; Salim FD, 2026, STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning, http://dx.doi.org/10.48550/arxiv.2605.10057

Yang Y; Yin D; Xue H; Salim F, 2026, DeepLévy: Learning Heavy-Tailed Uncertainty in Highly Volatile Time Series, http://dx.doi.org/10.48550/arxiv.2605.10364

Yang R; Li Z; Xue H; Razzak I; Salim FD, 2026, MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs, http://dx.doi.org/10.48550/arxiv.2605.10064

Wongso W; Li L; Prabowo A; Lin X; Chen B; Xue H; Salim FD, 2026, TrajDLM: Topology-Aware Block Diffusion Language Model for Trajectory Generation, http://dx.doi.org/10.48550/arxiv.2605.10020

Li L; Wongso W; Chen B; Xue H; Yang R; Duan Y; Lin X; Song Y; Salim F, 2026, TrajPrism: A Multi-Task Benchmark for Language-Grounded Urban Trajectory Understanding, http://dx.doi.org/10.48550/arxiv.2605.10782

Xue C; Wang Y; Liu M; Liang D; Han X; Liu P; Wu X; Lu C; Jiang L; Lu Y; Shi H; Liang S; Peng M; Salim FD, 2026, Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty, http://dx.doi.org/10.48550/arxiv.2604.10072

Muhammad HM; Li Z; Salim F; Metwally AA, 2026, CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining, https://arxiv.org/abs/2605.00933v1

Saleem H; Salim F; Purcell C, 2026, PINN-Cast: Exploring the Role of Continuous-Depth NODE in Transformers and Physics Informed Loss as Soft Physical Constraints in Short-term Weather Forecasting, http://dx.doi.org/10.48550/arxiv.2604.27313

Xue C; Wang Y; Liu M; Liang D; Han X; Liu P; Wu X; Lu C; Jiang L; Lu Y; Shi H; Liang S; Peng M; Salim FD, 2026, Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models, http://dx.doi.org/10.48550/arxiv.2604.10079

Yang R; Xue H; Razzak I; Hacid H; Salim FD, 2026, RELOOP: Recursive Retrieval with Multi-Hop Reasoner and Planners for Heterogeneous QA, http://dx.doi.org/10.48550/arxiv.2510.20505

Chen B; Wongso W; Li Z; Khaokaew Y; Xue H; Salim F, 2026, COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition, http://dx.doi.org/10.48550/arxiv.2503.07259

Hua Y; Weatherhead S; Jafari M; Xue H; Salim FD, 2026, SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization, http://dx.doi.org/10.48550/arxiv.2604.17351

Li Z; Chen B; Xue H; Salim FD, 2026, ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM Agents, http://dx.doi.org/10.48550/arxiv.2508.04038

Du J; Ye Z; Ma C; Liu F; Salim FD, 2026, User-Aware Conditional Generative Total Correlation Learning for Multi-Modal Recommendation, http://dx.doi.org/10.48550/arxiv.2604.03014

Li J; Salim FD, 2026, DRIFT-Net: A Spectral--Coupled Neural Operator for PDEs Learning, http://dx.doi.org/10.48550/arxiv.2509.24868

Kegalle H; Salim FD; Sanderson M; Chan J; Hettiachchi D, 2026, Applying Value Sensitive Design to Location-Based Services: Designing for Shared Spaces and Local Conditions, http://dx.doi.org/10.48550/arxiv.2603.12521

Jafari M; Xue H; Salim F, 2026, Mechanistic Indicators of Steering Effectiveness in Large Language Models, http://dx.doi.org/10.48550/arxiv.2602.01716

Kuang Z; Li T; Jiang W; Mayer S; Salim F; Tag B; Withana A; Sarsenbayeva Z, 2026, Understanding the Effects of Interaction on Emotional Experiences in VR, http://dx.doi.org/10.48550/arxiv.2603.02535

Sun F; Tanin E; Karunasekera S; Li Z; Salim FD; Qi J, 2026, UrbanVerse: Learning Urban Region Representation Across Cities and Tasks, http://dx.doi.org/10.48550/arxiv.2602.15750

Zhou X; Yao Q; Zhao Y; Liu C; Salim F; Yuan X; Wen Y; Jin M, 2026, EIDOS: Latent-Space Predictive Learning for Time Series Foundation Models, http://dx.doi.org/10.48550/arxiv.2602.14024

Du J; Stone H; Yang Y; Desai A; Xue H; Züfle A; MacIntyre CR; Salim FD, 2026, Genomic-Informed Heterogeneous Graph Learning for Spatiotemporal Avian Influenza Outbreak Forecasting, http://dx.doi.org/10.48550/arxiv.2505.22692

Chen B; Tag B; Xue H; Angus D; Salim F, 2026, When Ads Become Profiles: Uncovering the Invisible Risk of Web Advertising at Scale with LLMs, http://dx.doi.org/10.48550/arxiv.2509.18874

Chen B; Wongso W; Hu X; Tan Y; Salim F, 2026, Multi-Stage Verification-Centric Framework for Mitigating Hallucination in Multi-Modal RAG, http://dx.doi.org/10.48550/arxiv.2507.20136

Dang T; Chatterjee S; Jia H; Wu Y; Salim F; Kawsar F, 2026, AdaNODEs: Test Time Adaptation for Time Series Forecasting Using Neural ODEs, http://dx.doi.org/10.48550/arxiv.2601.12893

Huang L; Xiao G; Ma S; Chen H; Tang S; Salim F, 2026, Mining Citywide Dengue Spread Patterns in Singapore Through Hotspot Dynamics from Open Web Data, https://arxiv.org/abs/2601.12856v2

Stone H; Du J; Yang Y; Desai A; Dawson R; Xue H; Heslop D; Scotch M; Züfle A; MacIntyre CR; Salim F, 2026, From Ecological Connectivity to Outbreak Risk: A Heterogeneous Graph Network for Epidemiological Reasoning under Sparse Spatiotemporal Data, http://dx.doi.org/10.48550/arxiv.2601.09738

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