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Optimization & Theory

7,804 papers (27 classified directly here)

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Papers (including subtopics)

MaskVD: Region Masking for Efficient Video Object Detection WACV 2025 MATO: A Model-Agnostic Training Optimization for Aspect Sentiment Triplet Extraction NAACL 2025 Maximum Score Routing For Mixture-of-Experts ACL 2025 MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models EMNLP 2025 MBQ: Modality-Balanced Quantization for Large Vision-Language Models CVPR 2025 McBE: A Multi-task Chinese Bias Evaluation Benchmark for Large Language Models ACL 2025 MDP: Multidimensional Vision Model Pruning with Latency Constraint CVPR 2025 Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models EMNLP 2025 MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks CVPR 2025 MegaFusion: Extend Diffusion Models towards Higher-Resolution Image Generation without Further Tuning WACV 2025 Memorization in Attention-only Transformers AISTATS 2025 Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025 Memory-Efficient Generative Models via Product Quantization ICCV 2025 Memory-Efficient Optimization with Factorized Hamiltonian Descent AISTATS 2025 MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models ACL 2025 MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025 MergePrint: Merge-Resistant Fingerprints for Robust Black-box Ownership Verification of Large Language Models ACL 2025 MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025 Metric Calculating Benchmark: Code-Verifiable Complicate Instruction Following Benchmark for Large Language Models EMNLP 2025 MetricGrids: Arbitrary Nonlinear Approximation with Elementary Metric Grids based Implicit Neural Representation CVPR 2025 MH-LVC: Multi-Hypothesis Temporal Prediction for Learned Conditional Residual Video Coding ICCV 2025 MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity AAAI 2025 MIND over Body: Adaptive Thinking using Dynamic Computation ICLR 2025 Mind the Gap: A Closer Look at Tokenization for Multiple-Choice Question Answering with LLMs EMNLP 2025 Mind the Gap: Static and Interactive Evaluations of Large Audio Models ACL 2025