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Neural Network Optimization

3648 directly classified papers

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Papers

PowerMLP: An Efficient Version of KAN AAAI 2025
DINT Transformer EMNLP 2025
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting IJCAI 2025
When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
Exploring the Limitations of Mamba in COPY and CoT Reasoning EMNLP 2025
MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025
A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation EMNLP 2025
Stabilizing Sharpness-Aware Minimization Through A Simple Renormalization Strategy JMLR 2025
Training with Confidence: Catching Silent Errors in Deep Learning Training with Automated Proactive Checks OSDI 2025
Losing Momentum in Continuous-time Stochastic Optimisation JMLR 2025
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025
iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025
Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin EMNLP 2025
MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network AAAI 2025
Neural Continuous-Time Supermartingale Certificates AAAI 2025
Faster Double Adaptive Gradient Methods AAAI 2025
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025
SMMF: Square-Matricized Momentum Factorization for Memory-Efficient Optimization AAAI 2025
The Gradient of Algebraic Model Counting AAAI 2025
ALRMR-GEC: Adjusting Learning Rate Based on Memory Rate to Optimize the Edit Scorer for Grammatical Error Correction AAAI 2025
ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations EMNLP 2025
Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
Optimizing RLHF Training for Large Language Models with Stage Fusion NSDI 2025
Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025