SOTAVerified

Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

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Showing 101–150 of 4891 papers

TitleStatusHype
Advances in 4D Generation: A SurveyCode2
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object DetectionCode2
ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language ModelsCode2
Multi-Modal Mamba Modeling for Survival Prediction (M4Survive): Adapting Joint Foundation Model RepresentationsCode2
RoMA: Scaling up Mamba-based Foundation Models for Remote SensingCode2
Emulating Self-attention with Convolution for Efficient Image Super-ResolutionCode2
Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian ProcessCode2
Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical SystemsCode2
Fast and Accurate Blind Flexible DockingCode2
MedVAE: Efficient Automated Interpretation of Medical Images with Large-Scale Generalizable AutoencodersCode2
HeadInfer: Memory-Efficient LLM Inference by Head-wise OffloadingCode2
Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-LocalizationCode2
Reviving The Classics: Active Reward Modeling in Large Language Model AlignmentCode2
Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware SparsityCode2
Uni-Sign: Toward Unified Sign Language Understanding at ScaleCode2
A Survey on Diffusion Models for Anomaly DetectionCode2
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image SegmentationCode2
AlphaNet: Scaling Up Local-frame-based Atomistic Interatomic PotentialCode2
Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-ResolutionCode2
FLowHigh: Towards Efficient and High-Quality Audio Super-Resolution with Single-Step Flow MatchingCode2
LightGNN: Simple Graph Neural Network for RecommendationCode2
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language ModelsCode2
VideoLifter: Lifting Videos to 3D with Fast Hierarchical Stereo AlignmentCode2
A Light-Weight Framework for Open-Set Object Detection with Decoupled Feature Alignment in Joint SpaceCode2
The dark side of the forces: assessing non-conservative force models for atomistic machine learningCode2
Uni-AdaFocus: Spatial-temporal Dynamic Computation for Video RecognitionCode2
Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark DatasetCode2
Many-MobileNet: Multi-Model Augmentation for Robust Retinal Disease ClassificationCode2
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image ClassificationCode2
L4acados: Learning-based models for acados, applied to Gaussian process-based predictive controlCode2
Deep Learning Accelerated Quantum Transport Simulations in Nanoelectronics: From Break Junctions to Field-Effect TransistorsCode2
Wavelet Latent Diffusion (Wala): Billion-Parameter 3D Generative Model with Compact Wavelet EncodingsCode2
Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair ClimbingCode2
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-OptimizationCode2
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning ModelsCode2
Accelerating Direct Preference Optimization with Prefix SharingCode2
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image RestorationCode2
Quamba: A Post-Training Quantization Recipe for Selective State Space ModelsCode2
Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMsCode2
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement LearningCode2
Large Scale Longitudinal Experiments: Estimation and InferenceCode2
Balancing LoRA Performance and Efficiency with Simple Shard SharingCode2
RockTrack: A 3D Robust Multi-Camera-Ken Multi-Object Tracking FrameworkCode2
Integrating Neural Operators with Diffusion Models Improves Spectral Representation in Turbulence ModelingCode2
3D-RCNet: Learning from Transformer to Build a 3D Relational ConvNet for Hyperspectral Image ClassificationCode2
Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space CoverageCode2
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
RL-ADN: A High-Performance Deep Reinforcement Learning Environment for Optimal Energy Storage Systems Dispatch in Active Distribution NetworksCode2
LoRA-Pro: Are Low-Rank Adapters Properly Optimized?Code2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified