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 951–1000 of 4891 papers

TitleStatusHype
DeepRTE: Pre-trained Attention-based Neural Network for Radiative TranferCode0
A New Deep-learning-Based Approach For mRNA Optimization: High Fidelity, Computation Efficiency, and Multiple Optimization FactorsCode0
AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution PredictionCode0
Learning to Search for Vehicle Routing with Multiple Time Windows—0
LeMoRe: Learn More Details for Lightweight Semantic SegmentationCode0
Evaluating the Efficacy of LLM-Based Reasoning for Multiobjective HPC Job Scheduling—0
Target Localization with Coprime Multistatic MIMO Radar via Coupled Canonical Polyadic Decomposition Based on Joint Eigenvalue Decomposition—0
THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models—0
Improving QA Efficiency with DistilBERT: Fine-Tuning and Inference on mobile Intel CPUs—0
CPINN-ABPI: Physics-Informed Neural Networks for Accurate Power Estimation in MPSoCs—0
NGPU-LM: GPU-Accelerated N-Gram Language Model for Context-Biasing in Greedy ASR Decoding—0
Improving Out-of-Distribution Detection with Markov Logic Networks—0
A False Discovery Rate Control Method Using a Fully Connected Hidden Markov Random Field for Neuroimaging DataCode0
ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding—0
Visual Loop Closure Detection Through Deep Graph Consensus—0
Dissecting Physics Reasoning in Small Language Models: A Multi-Dimensional Analysis from an Educational Perspective—0
Leveraging Diffusion Models for Parameterized Quantum Circuit Generation—0
Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition—0
Learning Optimal Multimodal Information Bottleneck Representations—0
Long-Context State-Space Video World Models—0
CaseEdit: Enhancing Localized Commonsense Reasoning via Null-Space Constrained Knowledge Editing in Small Parameter Language Models—0
Efficient Optimization Accelerator Framework for Multistate Ising Problems—0
Byzantine-Resilient Distributed P2P Energy Trading via Spatial-Temporal Anomaly Detection—0
One Model to Rank Them All: Unifying Online Advertising with End-to-End Learning—0
Graph Guided Diffusion: Unified Guidance for Conditional Graph Generation—0
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