Domain Generalization

StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity Alignment IJCAI 2025 Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation ICCV 2025 Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection CVPR 2025 Style-Pro: Style-Guided Prompt Learning for Generalizable Vision-Language Models WACV 2025 SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions ICCV 2025 Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025 Subgraph Federated Learning for Local Generalization ICLR 2025 Subgraph Invariant Learning Towards Large-Scale Graph Node Classification AAAI 2025 Sufficient Invariant Learning for Distribution Shift CVPR 2025 SuLoRA: Subspace Low-Rank Adaptation for Parameter-Efficient Fine-Tuning ACL 2025 SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions EMNLP 2025 SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains? ICLR 2025 SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large Language Models on Software Engineering Tasks EMNLP 2025 Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training ICCV 2025 TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks ICLR 2025 TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification CVPR 2025 Temporal Dynamics in Visual Data: Analyzing the Impact of Time on Classification Accuracy WACV 2025 Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation CVPR 2025 Text-to-Image Synthesis for Domain Generalization in Face Anti-Spoofing WACV 2025 The Indoor-Training Effect: Unexpected Gains from Distribution Shifts in the Transition Function AAAI 2025 The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition CVPR 2025 The Pitfalls of Memorization: When Memorization Hurts Generalization ICLR 2025 The Visual Counter Turing Test (VCT²): A Benchmark for Evaluating AI-Generated Image Detection and the Visual AI Index (V_AI) IJCNLP 2025 TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction CVPR 2025 TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning ICLR 2025