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Optimization & Theory

6,829 papers (27 classified directly here)

Subtopics

Model Compression (1,785) Optimization (1,664) Efficient Computing (1,579) Theory (1,082) Neural Network Optimization (903) Evaluation (509) Loss Functions (123) Interpretability (105) Stochastic Methods (97) Regularization (77) Generalization (24) Sparse Optimization (7)

Papers per year

8
50
642
1173
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Papers (including subtopics)

How Far Can We Compress Instant-NGP-Based NeRF? CVPR 2024
Model Adaptation for Time Constrained Embodied Control CVPR 2024
MVHumanNet: A Large-scale Dataset of Multi-view Daily Dressing Human Captures CVPR 2024
Plug-and-Play Diffusion Distillation CVPR 2024
From Activation to Initialization: Scaling Insights for Optimizing Neural Fields CVPR 2024
DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation CVPR 2024
From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers CVPR 2024
Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024
Tuning Stable Rank Shrinkage: Aiming at the Overlooked Structural Risk in Fine-tuning CVPR 2024
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels CVPR 2024
Rewrite the Stars CVPR 2024
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers CVPR 2024
PeLK: Parameter-efficient Large Kernel ConvNets with Peripheral Convolution CVPR 2024
LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking CVPR 2024
Fast ODE-based Sampling for Diffusion Models in Around 5 Steps CVPR 2024
Diffusion Models Without Attention CVPR 2024
MaxQ: Multi-Axis Query for N:M Sparsity Network CVPR 2024
SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models CVPR 2024
FlowIE: Efficient Image Enhancement via Rectified Flow CVPR 2024
Look-Up Table Compression for Efficient Image Restoration CVPR 2024
Dr.Hair: Reconstructing Scalp-Connected Hair Strands without Pre-Training via Differentiable Rendering of Line Segments CVPR 2024
Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture CVPR 2024
SDPose: Tokenized Pose Estimation via Circulation-Guide Self-Distillation CVPR 2024
Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching CVPR 2024