conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Neural Network Optimization

3,649 papers

Papers per year

2
5
40
414
386
'05
'10
'15
'20
'25

Papers

EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025
Self-Adjust Softmax EMNLP 2025
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025
MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025
A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation EMNLP 2025
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025
DINT Transformer EMNLP 2025
When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025
CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025
Exploring the Limitations of Mamba in COPY and CoT Reasoning EMNLP 2025
Syntax-Aware Retrieval Augmentation for Neural Symbolic Regression EMNLP 2025
Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values EMNLP 2025
iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025
Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction Tuning EMNLP 2025
MEPT: Mixture of Expert Prompt Tuning as a Manifold Mapper EMNLP 2025
Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 2025
Answer Convergence as a Signal for Early Stopping in Reasoning EMNLP 2025
BSFA: Leveraging the Subspace Dichotomy to Accelerate Neural Network Training EMNLP 2025
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025
Speculative Streaming: Efficient and Scalable Speculative Decoding with Multi-Stream Attention EMNLP 2025
s1: Simple test-time scaling EMNLP 2025
The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025