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Neural Network Optimization

3,649 papers

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Papers

QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
HVAdam: A Full-Dimension Adaptive Optimizer AAAI 2025
MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network AAAI 2025
COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism AAAI 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025
Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025
Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025
Faster Double Adaptive Gradient Methods AAAI 2025
Neural Continuous-Time Supermartingale Certificates AAAI 2025
Optimized Random Features for the Neural Tangent Kernel (Student Abstract) AAAI 2025
Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
SuBiTO: Synopsis-based Training Optimization for Continuous Real-Time Neural Learning over Big Streaming Data AAAI 2025
MossNet: Mixture of State-Space Experts is a Multi-Head Attention AACL 2025
FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference AACL 2025
Curved Worlds, Clear Boundaries: Generalizing Speech Deepfake Detection using Hyperbolic and Spherical Geometry Spaces AACL 2025
Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models AACL 2025
Untie the Knots: An Efficient Data Augmentation Strategy for Long-Context Pre-Training in Language Models ACL 2025
The Hidden Attention of Mamba Models ACL 2025
TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ACL 2025
Taming LLMs with Gradient Grouping ACL 2025
Positional Overload: Positional Debiasing and Context Window Extension for Large Language Models using Set Encoding ACL 2025
FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling ACL 2025
Improve Safety Training of Large Language Models with Safety-Critical Singular Vectors Localization ACL 2025
Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models ACL 2025
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025