Optimization

Should We Use a Fixed Embedding Size? Customized Dimension Sizes for Knowledge Graph Embedding COLING 2025 SiLQ: Simple Large Language Model Quantization-Aware Training IJCNLP 2025 Simple Policy Optimization ICML 2025 Simplex Constrained Sparse Optimization via Tail Screening JMLR 2025 Simple yet Effective Incomplete Multi-view Clustering: Similarity-level Imputation and Intra-view Hybrid-group Prototype Construction ICLR 2025 Simplification Is All You Need against Out-of-Distribution Overconfidence CVPR 2025 Simplifying Deep Temporal Difference Learning ICLR 2025 Simulate, Refine and Integrate: Strategy Synthesis for Efficient SMT Solving IJCAI 2025 Simulator HC: Regression-based Online Simulation of Starting Problem-Solution Pairs for Homotopy Continuation in Geometric Vision CVPR 2025 SimulPL: Aligning Human Preferences in Simultaneous Machine Translation ICLR 2025 Simultaneous Multi-Robot Motion Planning with Projected Diffusion Models ICML 2025 Single Teacher, Multiple Perspectives: Teacher Knowledge Augmentation for Enhanced Knowledge Distillation ICLR 2025 SINR: Sparsity Driven Compressed Implicit Neural Representations CVPR 2025 skglm: Improving scikit-learn for Regularized Generalized Linear Models JMLR 2025 SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025 SkipGPT: Each Token is One of a Kind ICML 2025 SLENDER: Structured Outputs for SLM-based NER in Low-Resource Englishes ACL 2025 SliceMoE: Routing Embedding Slices Instead of Tokens for Fine-Grained and Balanced Transformer Scaling EMNLP 2025 SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture NAACL 2025 Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025 SLlama: Parameter-Efficient Language Model Architecture for Enhanced Linguistic Competence Under Strict Data Constraints EMNLP 2025 SLoPe: Double-Pruned Sparse Plus Lazy Low-Rank Adapter Pretraining of LLMs ICLR 2025 Smarter, Not Harder: Training-Free Adaptive Computation for Transformers ACL 2025 SMLE: Safe Machine Learning via Embedded Overapproximation AAAI 2025 Smoothed Online Convex Optimization with Delayed Feedback IJCAI 2025