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Optimization & Theory

7,804 papers (27 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Optimization (1,960) Model Compression (1,896) Efficient Computing (1,780) Theory (1,239) Neural Network Optimization (1,004) Evaluation (533) Regularization (177) Loss Functions (157) Interpretability (128) Stochastic Methods (119) Generalization (115) Sparse Optimization (25)

Papers per year

16
60
675
1,352
'10
'15
'20
'25

Papers (including subtopics)

SMLE: Safe Machine Learning via Embedded Overapproximation AAAI 2025 SOAP: Improving and Stabilizing Shampoo using Adam for Language Modeling ICLR 2025 SODA: Spectral Orthogonal Decomposition Adaptation for Diffusion Models WACV 2025 SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer CVPR 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025 Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model ICLR 2025 Sparse Learning for State Space Models on Mobile ICLR 2025 Sparse Structure Exploration and Re-optimization for Vision Transformer UAI 2025 Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs ACL 2025 Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study AAAI 2025 SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference ICCV 2025 Sparsifying Mamba EMNLP 2025 Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025 SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks AAAI 2025 Spectral Insights into Data-Oblivious Critical Layers in Large Language Models ACL 2025 Spectral Scaling Laws in Language Models: emphHow Effectively Do Feed-Forward Networks Use Their Latent Space? EMNLP 2025 Speculative Safety-Aware Decoding EMNLP 2025 Speculative Sampling via Exponential Races ACL 2025 Speculative Streaming: Efficient and Scalable Speculative Decoding with Multi-Stream Attention EMNLP 2025 Spec-VLA: Speculative Decoding for Vision-Language-Action Models with Relaxed Acceptance EMNLP 2025 Speech Mutil-label Emotion Recognition Using Asymmetric Class Loss Function Based on Effective Samples Interspeech 2025 Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025 SPHERE: Unveiling Spatial Blind Spots in Vision-Language Models Through Hierarchical Evaluation ACL 2025 Spike2Former: Efficient Spiking Transformer for High-performance Image Segmentation AAAI 2025 SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models AAAI 2025