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Neural Network Optimization

3648 directly classified papers

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Papers

Transformers without Normalization CVPR 2025
Faster Speculative Decoding via Effective Draft Decoder with Pruned Candidate Tree ACL 2025
BeamLoRA: Beam-Constraint Low-Rank Adaptation ACL 2025
Refining Salience-Aware Sparse Fine-Tuning Strategies for Language 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
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025
Mitigating Selection Bias with Node Pruning and Auxiliary Options ACL 2025
YuLan-Mini: Pushing the Limits of Open Data-efficient Language Model ACL 2025
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training ACL 2025
Forward Knows Efficient Backward Path: Saliency-Guided Memory-Efficient Fine-tuning of Large Language Models ACL 2025
Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking ACL 2025
Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models ACL 2025
HFT: Half Fine-Tuning for Large Language Models ACL 2025
STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning ACL 2025
Flexora: Flexible Low-Rank Adaptation for Large Language Models ACL 2025
Continual Gradient Low-Rank Projection Fine-Tuning for LLMs ACL 2025
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025
MLAS-LoRA: Language-Aware Parameters Detection and LoRA-Based Knowledge Transfer for Multilingual Machine Translation ACL 2025
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025
LESA: Learnable LLM Layer Scaling-Up ACL 2025
FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference AACL 2025