Deep Learning

Formal Synthesis of Barrier Certificates Using Fourier Kolmogorov-Arnold Network AAAI 2025 Formal Synthesis of Safe Kolmogorov-Arnold Network Controllers with Barrier Certificates IJCAI 2025 Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation EMNLP 2025 Formation of Representations in Neural Networks ICLR 2025 FORTIFY: Generative Model Fine-tuning with ORPO for ReTrieval Expansion of InFormal NoisY Text ACL 2025 Forward KL Regularized Preference Optimization for Aligning Diffusion Policies AAAI 2025 Forward Knows Efficient Backward Path: Saliency-Guided Memory-Efficient Fine-tuning of Large Language Models ACL 2025 Fossils at SemEval-2025 Task 9: Tasting Loss Functions for Food Hazard Detection in Text Reports SemEval 2025 Foundation Model Driven Appearance Extraction for Robust Multiple Object Tracking AAAI 2025 Foundation Model Ensemble for Out-of-Distribution Generalization: Predicting Lymph Node Metastasis in Early Gastric Cancer Using Whole-Slide Imaging MIDL 2025 Foundation Model Hidden Representations for Heart Rate Estimation from Auscultation Interspeech 2025 Foundation Models and Adaptive Feature Selection: A Synergistic Approach to Video Question Answering WACV 2025 Foundation Models Secretly Understand Neural Network Weights: Enhancing Hypernetwork Architectures with Foundation Models ICLR 2025 Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages ICML 2025 FoundationStereo: Zero-Shot Stereo Matching CVPR 2025 Foundation X: Integrating Classification Localization and Segmentation through Lock-Release Pretraining Strategy for Chest X-ray Analysis WACV 2025 FoundHand: Large-Scale Domain-Specific Learning for Controllable Hand Image Generation CVPR 2025 FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration ICCV 2025 Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs AISTATS 2025 Fourier Guided Adaptive Adversarial Augmentation for Generalization in Visual Reinforcement Learning AAAI 2025 Foveated Instance Segmentation CVPR 2025 FPE2M2: Approaching Lossless and Efficient Quantization with Native Floating Point ACL 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 FRACTAL: Fine-Grained Scoring from Aggregate Text Labels ACL 2025 FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs ACL 2025