By Professor Flora Salim

Preprints

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

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

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

Hua Y; Weatherhead S; Jafari M; Xue H; Salim FD, 2026, SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization

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

Dong H; Prabowo A; Xue H; Shuang A; Zhou T; Salim FD, 2026, Double-Diffusion: ODE-Prior Accelerated Diffusion Models for Spatio-Temporal Graph Forecasting, http://dx.doi.org/10.48550/arxiv.2506.23053

Zhang B; Mahdavi N; Sethuvenkatraman S; Ao S; Salim F, 2026, AutoB2G: A Large Language Model-Driven Agentic Framework For Automated Building-Grid Co-Simulation, http://dx.doi.org/10.48550/arxiv.2603.26005

Nguyen T; Liu Y; De Melo C; Salim FD, 2026, HyperTokens: Controlling Token Dynamics for Continual Video-Language Understanding, http://dx.doi.org/10.48550/arxiv.2603.06662

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

Li P; Ao S; Xue H; Song Y; de Rijke M; Barthélemy J; Bednarz T; Salim FD, 2026, Refine-POI: Reinforcement Fine-Tuned Large Language Models for Next Point-of-Interest Recommendation, http://dx.doi.org/10.48550/arxiv.2506.21599

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

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

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

Fiori M; Civitarese G; Salim FD; Bettini C, 2026, DomusFM: A Foundation Model for Smart-Home Sensor Data, http://dx.doi.org/10.48550/arxiv.2602.01910

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

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

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

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

Liu Y; Zhang Z; Qiu M; Wang S; Salim FD; Shen J; Chen T; Razzak I; Bian J, 2025, GatorSC: Multi-Scale Cell and Gene Graphs with Mixture-of-Experts Fusion for Single-Cell Transcriptomics., http://dx.doi.org/10.64898/2025.12.03.691688

Yin D; Xue H; Prabowo A; Ao S; Salim F, 2025, XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation, http://dx.doi.org/10.48550/arxiv.2406.12693

Saleem H; Salim F; Purcell C, 2025, STC-ViT: Spatio Temporal Continuous Vision Transformer for Medium-range Global Weather Forecasting, http://dx.doi.org/10.48550/arxiv.2402.17966

Hua Y; Weatherhead S; Jafari M; Xue H; Salim FD, 2025, SOCIA-Nabla: Textual Gradient Meets Multi-Agent Orchestration for Automated Simulator Generation, http://dx.doi.org/10.48550/arxiv.2510.18551

Divo F; Kraus M; Nguyen AQ; Xue H; Razzak I; Salim FD; Kersting K; Dhami DS, 2025, QuAnTS: Question Answering on Time Series, http://dx.doi.org/10.48550/arxiv.2511.05124

Lin X; Prabowo A; Razzak I; Xue H; Amos M; Behrens S; Salim FD, 2025, Electric Vehicle Charging Load Modeling: A Survey, Trends, Challenges and Opportunities, http://dx.doi.org/10.48550/arxiv.2511.03741

Liu Y; Tan H; Kanjaria R; Li L; Salim FD, 2025, Classical Feature Embeddings Help in BERT-Based Human Mobility Prediction, http://dx.doi.org/10.48550/arxiv.2510.20275

Weatherhead S; Salim F; Belbasis A, 2025, Illusions of reflection: open-ended task reveals systematic failures in Large Language Models' reflective reasoning, http://dx.doi.org/10.48550/arxiv.2510.18254

Prabowo A; Salim FD, 2025, There is No "apple" in Timeseries: Rethinking TSFM through the Lens of Invariance, http://dx.doi.org/10.48550/arxiv.2510.20119

Alashwal H; Dabool H; van Zyl T; van der Haar D; Chakravarthy S; Deldari S; Salim FD; Lerner I; Moustafa A, 2025, Overcoming Catastrophic Interference: Neuroscience-inspired Models for Continuous Learning in Neural Networks, http://dx.doi.org/10.31234/osf.io/up7yz_v1

Wang Z; Chen B; Yan K; Piao H; Xue H; Salim FD; Shi Y; Wang Y, 2025, Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigm, http://dx.doi.org/10.48550/arxiv.2509.21980

Tian F; Salim FD; Xue H, 2025, TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis, http://dx.doi.org/10.48550/arxiv.2508.17565

Luong J; Xue H; Salim FD, 2025, CoughViT: A Self-Supervised Vision Transformer for Cough Audio Representation Learning, http://dx.doi.org/10.48550/arxiv.2508.03764

Ji K; Hettiachchi D; Scholer F; Salim FD; Spina D, 2025, SenseSeek Dataset: Multimodal Sensing to Study Information Seeking Behaviors, http://dx.doi.org/10.48550/arxiv.2507.14792

Tan Y; Hu X; Xue H; De Melo C; Salim FD, 2025, Bisecle: Binding and Separation in Continual Learning for Video Language Understanding, http://dx.doi.org/10.48550/arxiv.2507.00469

Curran DJ; Hobeichi S; Saleem H; Xue H; Salim FD, 2025, Generate the Forest before the Trees -- A Hierarchical Diffusion model for Climate Downscaling, http://dx.doi.org/10.48550/arxiv.2506.19391

Chen S; Shao W; Salim FD; Xue H, 2025, ASTER: Adaptive Spatio-Temporal Early Decision Model for Dynamic Resource Allocation, http://dx.doi.org/10.48550/arxiv.2506.17929

Yang Y; Yin D; Xue H; Salim F, 2025, STOAT: Spatial-Temporal Probabilistic Causal Inference Network, http://arxiv.org/abs/2506.09544v2

Stone H; Du J; Xue H; Scotch M; Heslop D; Züfle A; MacIntyre CR; Salim F, 2025, A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen Models, http://arxiv.org/abs/2506.09076v1

Du J; Stone H; Yang Y; Desai A; Xue H; Züfle A; MacIntyre CR; Salim FD, 2025, BLUE: Bi-layer Heterogeneous Graph Fusion Network for Avian Influenza Forecasting, http://arxiv.org/abs/2505.22692v1

Ao S; Salim FD; Khan S, 2025, EMAC+: Embodied Multimodal Agent for Collaborative Planning with VLM+LLM, http://arxiv.org/abs/2505.19905v1

Yang R; Xue H; Razzak I; Hacid H; Salim FD, 2025, Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning, http://arxiv.org/abs/2505.13994v1

Hua Y; Miao J; Jafari M; Xie J; Xue H; Salim FD, 2025, SOCIA: An End-to-End Agentic Framework for Automated Cyber-Physical-Social Simulator Generation, http://arxiv.org/abs/2505.12006v2

Wongso W; Xue H; Salim FD, 2025, Massive-STEPS: Massive Semantic Trajectories for Understanding POI Check-ins -- Dataset and Benchmarks, http://arxiv.org/abs/2505.11239v2

Li L; Yin D; Xue H; Lillo-Trynes D; Salim F, 2025, Optimizing Electric Vehicle Charging Station Locations: A Data-driven System with Multi-source Fusion, http://arxiv.org/abs/2504.13517v1

Khaokaew Y; Salim FD; Züfle A; Xue H; Anderson T; MacIntyre CR; Scotch M; Heslop DJ, 2025, Evaluating the Bias in LLMs for Surveying Opinion and Decision Making in Healthcare, http://arxiv.org/abs/2504.08260v2

Rijke MD; Hurk BVD; Salim F; Khourdajie AA; Bai N; Calzone R; Curran D; Demil G; Frew L; Gießing N; Gupta MK; Heuss M; Hobeichi S; Huard D; Kang J; Lucic A; Mallick T; Nath S; Okem A; Pernici B; Rajapakse T; Saleem H; Scells H; Schneider N; Spina D; Tian Y; Totin E; Trotman A; Valavandan R; Workneh D; Xie Y, 2025, Information Retrieval for Climate Impact, http://arxiv.org/abs/2504.01162v1

Huang R; Xue H; Pagnucco M; Salim F; Song Y, 2025, Vision-based Multi-future Trajectory Prediction: A Survey, http://dx.doi.org/10.48550/arxiv.2302.10463

Yang R; Xue H; Razzak I; Hacid H; Salim FD, 2025, Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval, http://arxiv.org/abs/2503.14234v3

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