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Neural Network Optimization

3648 directly classified papers

Papers per year

Papers

Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025
StitchLLM: Serving LLMs, One Block at a Time ACL 2025
Training Dynamics Underlying Language Model Scaling Laws: Loss Deceleration and Zero-Sum Learning ACL 2025
Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025
LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025
CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025
MT2ST: Adaptive Multi-Task to Single-Task Learning ACL 2025
Syntax-Aware Retrieval Augmentation for Neural Symbolic Regression EMNLP 2025
LAMB: A Training-Free Method to Enhance the Long-Context Understanding of SSMs via Attention-Guided Token Filtering ACL 2025
Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025
NeKo: Cross-Modality Post-Recognition Error Correction with Tasks-Guided Mixture-of-Experts Language Model ACL 2025
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization ACL 2025
Slamming: Training a Speech Language Model on One GPU in a Day ACL 2025
Analyzing the Rapid Generalization of SFT via the Perspective of Attention Head Activation Patterns ACL 2025
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review CONLL 2025
Neural Continuous-Time Supermartingale Certificates AAAI 2025
The Gradient of Algebraic Model Counting AAAI 2025
PowerMLP: An Efficient Version of KAN AAAI 2025
Visual Self-Refinement for Autoregressive Models EMNLP 2025
Reducing Divergence in Batch Normalization for Domain Adaptation AAAI 2025
Effects of Momentum in Implicit Bias of Gradient Flow for Diagonal Linear Networks AAAI 2025
Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025
ALRMR-GEC: Adjusting Learning Rate Based on Memory Rate to Optimize the Edit Scorer for Grammatical Error Correction AAAI 2025
Layer Duplication in LLMs EMNLP 2025