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 1601–1625 of 4891 papers

TitleStatusHype
AL-PINN: Active Learning-Driven Physics-Informed Neural Networks for Efficient Sample Selection in Solving Partial Differential Equations—0
UniCP: A Unified Caching and Pruning Framework for Efficient Video Generation—0
OneTrack-M: A multitask approach to transformer-based MOT models—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
TQ-DiT: Efficient Time-Aware Quantization for Diffusion Transformers—0
Gaussian Process Regression for Inverse Problems in Linear PDEs—0
Context-Preserving Gradient Modulation for Large Language Models: A Novel Approach to Semantic Consistency in Long-Form Text Generation—0
CARROT: A Cost Aware Rate Optimal Router—0
Large Language Model Guided Self-Debugging Code Generation—0
SLCGC: A lightweight Self-supervised Low-pass Contrastive Graph Clustering Network for Hyperspectral Images—0
Data denoising with self consistency, variance maximization, and the Kantorovich dominance—0
Entropy Adaptive Decoding: Dynamic Model Switching for Efficient Inference—0
Contextual Memory Reweaving in Large Language Models Using Layered Latent State Reconstruction—0
Composite Gaussian Processes Flows for Learning Discontinuous Multimodal Policies—0
ReGNet: Reciprocal Space-Aware Long-Range Modeling for Crystalline Property Prediction—0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking—0
An Efficient Local Search Approach for Polarized Community Discovery in Signed Networks—0
Orientation-aware interaction-based deep material network in polycrystalline materials modeling—0
Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation—0
Learning to generate physical ocean states: Towards hybrid climate modeling—0
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems—0
Ilargi: a GPU Compatible Factorized ML Model Training Framework—0
End-to-End Imitation Learning for Optimal Asteroid Proximity Operations—0
Comply: Learning Sentences with Complex Weights inspired by Fruit Fly OlfactionCode0
Latent Lexical Projection in Large Language Models: A Novel Approach to Implicit Representation Refinement—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified