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neural network optimization

1,462 papers

Papers

QDyLoRA: Quantized Dynamic Low-Rank Adaptation for Efficient Large Language Model Tuning EMNLP 2024 Quadratic models for understanding catapult dynamics of neural networks ICLR 2024 Quantifying the Hyperparameter Sensitivity of Neural Networks for Character-level Sequence-to-Sequence Tasks EACL 2024 RA-LoRA: Rank-Adaptive Parameter-Efficient Fine-Tuning for Accurate 2-bit Quantized Large Language Models ACL 2024 Rapid Plug-in Defenders NeurIPS 2024 ReCaLL: Membership Inference via Relative Conditional Log-Likelihoods EMNLP 2024 Reducing the Side-Effects of Oscillations in Training of Quantized YOLO Networks WACV 2024 ReLoRA: High-Rank Training Through Low-Rank Updates ICLR 2024 ReLU Strikes Back: Exploiting Activation Sparsity in Large Language Models ICLR 2024 Remove that Square Root: A New Efficient Scale-Invariant Version of AdaGrad NeurIPS 2024 RepCNN: Micro-sized, Mighty Models for Wakeword Detection Interspeech 2024 ResLoRA: Identity Residual Mapping in Low-Rank Adaption ACL 2024 Rethinking 3D Convolution in ℓ_p-norm Space NeurIPS 2024 Rethinking Backdoor Attacks on Dataset Distillation: A Kernel Method Perspective ICLR 2024 Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization EMNLP 2024 Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models NeurIPS 2024 Retraining-Free Model Quantization via One-Shot Weight-Coupling Learning CVPR 2024 SAMPa: Sharpness-aware Minimization Parallelized NeurIPS 2024 SAS: Structured Activation Sparsification ICLR 2024 Scalable Optimization in the Modular Norm NeurIPS 2024 Scaling Laws Across Model Architectures: A Comparative Analysis of Dense and MoE Models in Large Language Models EMNLP 2024 Scaling Laws in Linear Regression: Compute, Parameters, and Data NeurIPS 2024 Scaling Supervised Local Learning with Augmented Auxiliary Networks ICLR 2024 SDGMNet: Statistic-Based Dynamic Gradient Modulation for Local Descriptor Learning AAAI 2024 SDPose: Tokenized Pose Estimation via Circulation-Guide Self-Distillation CVPR 2024