conftrace_

neural network optimization

1293 papers

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Co-occurring keywords

model compression (3302) neural network (6616) convolutional neural network (4226) gradient descent (1144) stochastic gradient descent (1091) efficient computing (781) deep neural network (1803) large language model (13587) knowledge distillation (3725) representation learning (6206)

Papers

Batch Normalization Is Blind to the First and Second Derivatives of the Loss AAAI 2024
BMRS: Bayesian Model Reduction for Structured Pruning NIPS 2024
Towards Efficient Verification of Quantized Neural Networks AAAI 2024
Effect of Ambient-Intrinsic Dimension Gap on Adversarial Vulnerability AISTATS 2024
Towards Better Structured Pruning Saliency by Reorganizing Convolution WACV 2024
The Expected Loss of Preconditioned Langevin Dynamics Reveals the Hessian Rank AAAI 2024
MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation CVPR 2024
Torque Based Structured Pruning for Deep Neural Network WACV 2024
The Role of Over-Parameterization in Machine Learning – the Good, the Bad, the Ugly AAAI 2024
Searching for Efficient Linear Layers over a Continuous Space of Structured Matrices NIPS 2024
The effect of Leaky ReLUs on the training and generalization of overparameterized networks AISTATS 2024
The Road Less Scheduled NIPS 2024
Uncertainty Regularized Evidential Regression AAAI 2024
AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2024
DiffLoc: Diffusion Model for Outdoor LiDAR Localization CVPR 2024
Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture CVPR 2024
From Activation to Initialization: Scaling Insights for Optimizing Neural Fields CVPR 2024
PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression NIPS 2024
Fluctuation-Based Adaptive Structured Pruning for Large Language Models AAAI 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024
Clarifying the Behavior and the Difficulty of Adversarial Training AAAI 2024
PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NIPS 2024
Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference EACL 2024
Layer Compression of Deep Networks with Straight Flows AAAI 2024
DSD²: Can We Dodge Sparse Double Descent and Compress the Neural Network Worry-Free? AAAI 2024