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← Optimization & Theory
Deep Learning
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Optimization & Theory
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Efficient Computing
1253 directly classified papers
Papers per year
2008: 1
2009: 1
2012: 2
2013: 2
2014: 10
2015: 6
2016: 14
2017: 19
2018: 59
2019: 71
2020: 113
2021: 128
2022: 162
2023: 159
2024: 225
2025: 281
Papers
RemDet: Rethinking Efficient Model Design for UAV Object Detection
AAAI 2025
FreqTS: Frequency-Aware Token Selection for Accelerating Diffusion Models
AAAI 2025
ViG: Linear-complexity Visual Sequence Learning with Gated Linear Attention
AAAI 2025
MaskVD: Region Masking for Efficient Video Object Detection
WACV 2025
EOV-Seg: Efficient Open-Vocabulary Panoptic Segmentation
AAAI 2025
LayerAct: Advanced Activation Mechanism for Robust Inference of CNNs
AAAI 2025
MegaFusion: Extend Diffusion Models towards Higher-Resolution Image Generation without Further Tuning
WACV 2025
Poplar: Efficient Scaling of Distributed DNN Training on Heterogeneous GPU Clusters
AAAI 2025
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention
ACL 2025
MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network
AAAI 2025
RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs
ACL 2025
Bandit Based Attention Mechanism in Vision Transformers
WACV 2025
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation
ACL 2025
UniPCGC: Towards Practical Point Cloud Geometry Compression via an Efficient Unified Approach
AAAI 2025
Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors
AAAI 2025
Multi-Branch Self-Drafting for LLM Inference Acceleration
AAAI 2025
LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models
EMNLP 2025
BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement
AAAI 2025
FineMem: Breaking the Allocation Overhead vs. Memory Waste Dilemma in Fine-Grained Disaggregated Memory Management
OSDI 2025
GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data
AAAI 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference
AAAI 2025
DocMamba: Efficient Document Pre-training with State Space Model
AAAI 2025
Toy-GS: Assembling Local Gaussians for Precisely Rendering Large-Scale Free Camera Trajectories
AAAI 2025
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network
AAAI 2025
VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service
ACL 2025
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