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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 4891 papers

TitleStatusHype
Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware SparsityCode2
MoE Jetpack: From Dense Checkpoints to Adaptive Mixture of Experts for Vision TasksCode2
MonoSplat: Generalizable 3D Gaussian Splatting from Monocular Depth Foundation ModelsCode2
Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-ResolutionCode2
Grappa -- A Machine Learned Molecular Mechanics Force FieldCode2
L4acados: Learning-based models for acados, applied to Gaussian process-based predictive controlCode2
BiFormer: Vision Transformer with Bi-Level Routing AttentionCode2
Fast FullSubNet: Accelerate Full-band and Sub-band Fusion Model for Single-channel Speech EnhancementCode2
Agent Attention: On the Integration of Softmax and Linear AttentionCode2
On the test-time zero-shot generalization of vision-language models: Do we really need prompt learning?Code2
Outlier-robust Kalman Filtering through Generalised BayesCode2
Fast-SNARF: A Fast Deformer for Articulated Neural FieldsCode2
An Unforgeable Publicly Verifiable Watermark for Large Language ModelsCode2
Fast and Accurate Blind Flexible DockingCode2
Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space CoverageCode2
Fast Adversarial Attacks on Language Models In One GPU MinuteCode2
FastBlend: a Powerful Model-Free Toolkit Making Video Stylization EasierCode2
BitDecoding: Unlocking Tensor Cores for Long-Context LLMs Decoding with Low-Bit KV CacheCode2
Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair ClimbingCode2
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image ClassificationCode2
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning ModelsCode2
Emulating Self-attention with Convolution for Efficient Image Super-ResolutionCode2
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive SurveyCode2
Advances in 4D Generation: A SurveyCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified