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

Showing 76–100 of 4891 papers

TitleStatusHype
Sparse Convolutional Recurrent Learning for Efficient Event-based Neuromorphic Object Detection—0
Hybrid Polynomial Zonotopes: A Set Representation for Reachability Analysis in Hybrid Nonaffine Systems—0
GreedyPrune: Retenting Critical Visual Token Set for Large Vision Language Models—0
A Memetic Walrus Algorithm with Expert-guided Strategy for Adaptive Curriculum Sequencing—0
A Technical Study into Small Reasoning Language Models—0
VideoPDE: Unified Generative PDE Solving via Video Inpainting Diffusion Models—0
Avoiding Obfuscation with Prover-Estimator Debate—0
EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated LearningCode0
IKDiffuser: A Generative Inverse Kinematics Solver for Multi-arm Robots via Diffusion Model—0
Structural feature enhanced transformer for fine-grained image recognition—0
Adaptive Multi-resolution Hash-Encoding Framework for INR-based Dental CBCT Reconstruction with Truncated FOV—0
Deep Fusion of Ultra-Low-Resolution Thermal Camera and Gyroscope Data for Lighting-Robust and Compute-Efficient Rotational Odometry—0
Advances in LLMs with Focus on Reasoning, Adaptability, Efficiency and Ethics—0
Directed Acyclic Graph Convolutional Networks—0
Data-driven approaches to inverse problems—0
Vectorized Sparse Second-Order Forward Automatic Differentiation for Optimal Control Direct MethodsCode1
A Hybrid Adaptive Nash Equilibrium Solver for Distributed Multi-Agent Systems with Game-Theoretic Jump Triggering—0
Relaxation-Free Min-k-Partition for PCI Assignment in 5G Networks—0
Joint System Modeling Approach for Fault Simulation of Start-er/Generator and Gas Generator in All-Electric APU—0
Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers—0
Structure and asymptotic preserving deep neural surrogates for uncertainty quantification in multiscale kinetic equations—0
High-resolution efficient image generation from WiFi CSI using a pretrained latent diffusion model—0
NeuroPAL: Punctuated Anytime Learning with Neuroevolution for Macromanagement in Starcraft: Brood War—0
It's Not the Target, It's the Background: Rethinking Infrared Small Target Detection via Deep Patch-Free Low-Rank RepresentationsCode1
Slimming Down LLMs Without Losing Their Minds—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified