← Application Areas

Machine Learning › Application Areas ›

Efficient Computing

6876 directly classified papers

Papers per year

Papers

RatioSketch: Towards More Accurate Frequency Estimation in Data Streams via a Lightweight Neural Network AAAI 2026

Neural Architecture for Fast and Reliable Coagulation Assessment in Clinical Settings: Leveraging Thromboelastography AAAI 2026

Optimizing LoRA Allocation of MoE with the Alignment of Topic Correlation AAAI 2026

MSCFL: Model Structure-Aware Clustered Federated Learning for System Heterogeneity and Data Drift AAAI 2026

SepPrune: Structured Pruning for Efficient Deep Speech Separation AAAI 2026

CATS: Category-Aware Token-level Steering for Training-Free Redundancy Reduction in Large Reasoning Models AAAI 2026

EHL*: Memory-Budgeted Indexing for Ultrafast Optimal Euclidean Pathfinding AAAI 2026

CO2-Meter: A Comprehensive Carbon Footprint Estimator for LLMs on Edge Devices AAAI 2026

Discovery of Feasible 3D Printing Configurations for Metal Alloys via AI-Driven Adaptive Experimental Design AAAI 2026

AquaSentinel: Next-Generation AI System Integrating Sensor Networks for Urban Underground Water Pipeline Anomaly Detection via Collaborative MoE-LLM Agent Architecture AAAI 2026

Weight Entropy-Maximised Evidential Metamodel for Uncertainty Quantification (Student Abstract) AAAI 2026

HiPrune: Training-Free Visual Token Pruning via Hierarchical Attention in Vision-Language Models (Student Abstract) AAAI 2026

Elevating AI on the Edge: A Demonstration of MIMaaS (Machine Intelligence with Microcontroller-as-a-Service) AAAI 2026

GARNET: GoT-Based Alert Reduction and Narrative Event Tracing AAAI 2026

LAS: Loss-less ANN-SNN Conversion for Fully Spike-Driven Large Language Models AAAI 2026

Complex Mathematical Expression Recognition: Benchmark, Large-Scale Dataset and Strong Baseline AAAI 2026

Semantic Document Derendering: SVG Reconstruction via Vision-Language Modeling AAAI 2026

CrossVid: A Comprehensive Benchmark for Evaluating Cross-Video Reasoning in Multimodal Large Language Models AAAI 2026

Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning AAAI 2026

Bi-VLM: Binary Post-Training Quantization for Vision-Language Models AAAI 2026

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing AAAI 2026

HCC-3D: Hierarchical Compensatory Compression for 98% 3D Token Reduction in Vision-Language Models AAAI 2026

D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs AAAI 2026

LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026

Positive Definite Sparse Covariance Estimation via Dual Space Optimization AAAI 2026