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 976–1000 of 4891 papers

TitleStatusHype
Route to Reason: Adaptive Routing for LLM and Reasoning Strategy SelectionCode0
Foundation Model for Wireless Technology Recognition Using IQ Timeseries—0
Energy-based Preference Optimization for Test-time Adaptation—0
Project Riley: Multimodal Multi-Agent LLM Collaboration with Emotional Reasoning and Voting—0
Research on feature fusion and multimodal patent text based on graph attention network—0
Faithful Group Shapley ValueCode0
Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization—0
A Unified Framework for Variable Selection in Model-Based Clustering with Missing Not at Random—0
FastMamba: A High-Speed and Efficient Mamba Accelerator on FPGA with Accurate Quantization—0
PosePilot: An Edge-AI Solution for Posture Correction in Physical Exercises—0
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning—0
Composable Cross-prompt Essay Scoring by Merging Models—0
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Scalable Gaussian Processes with Low-Rank Deep Kernel Decomposition—0
Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling—0
LoTA-QAF: Lossless Ternary Adaptation for Quantization-Aware Fine-TuningCode0
Learning Latent Variable Models via Jarzynski-adjusted Langevin Algorithm—0
CONCORD: Concept-Informed Diffusion for Dataset DistillationCode0
SEvoBench : A C++ Framework For Evolutionary Single-Objective Optimization Benchmarking—0
Improved Algorithms for Overlapping and Robust Clustering of Edge-Colored Hypergraphs: An LP-Based Combinatorial Approach—0
A tensor network approach for chaotic time series predictionCode0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
Coverage Path Planning For Multi-view SAR-UAV Observation System Under Energy Constraint—0
Computing Exact Shapley Values in Polynomial Time for Product-Kernel Methods—0
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified