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Optimization & Theory

7,804 papers (27 classified directly here)

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1,352
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Papers (including subtopics)

FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing NAACL 2025 Flexora: Flexible Low-Rank Adaptation for Large Language Models ACL 2025 Flopping for FLOPs: Leveraging Equivariance for Computational Efficiency ICML 2025 FlowChef: Steering of Rectified Flow Models for Controlled Generations ICCV 2025 FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025 FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings ACL 2025 FocusLLM: Precise Understanding of Long Context by Dynamic Condensing ACL 2025 FOLDER: Accelerating Multi-Modal Large Language Models with Enhanced Performance ICCV 2025 FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks EMNLP 2025 Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 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 Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs AISTATS 2025 Foveated Instance Segmentation CVPR 2025 FPE2M2: Approaching Lossless and Efficient Quantization with Native Floating Point ACL 2025 FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025 Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles AAAI 2025 FreeNet: Liberating Depth-Wise Separable Operations for Building Faster Mobile Vision Architectures AAAI 2025 FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing CVPR 2025 FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers IJCAI 2025 FreqTS: Frequency-Aware Token Selection for Accelerating Diffusion Models AAAI 2025 Frequency-Biased Synergistic Design for Image Compression and Compensation CVPR 2025 FROC: Building Fair ROC from a Trained Classifier AAAI 2025 From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025