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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
FocusLLM: Precise Understanding of Long Context by Dynamic Condensing
ACL 2025
Enabling Efficient GPU Communication over Multiple NICs with FuseLink
OSDI 2025
LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers
AAAI 2025
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network
AAAI 2025
On Probabilistic Truncation in Privacy-preserving Machine Learning
AAAI 2025
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence
EMNLP 2025
Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method
ACL 2025
Star with Bilinear Mapping
CVPR 2025
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
ACL 2025
DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention
CVPR 2025
Boosting Vision State Space Model with Fractal Scanning
AAAI 2025
PipeThreader: Software-Defined Pipelining for Efficient DNN Execution
OSDI 2025
SMamba: Sparse Mamba for Event-based Object Detection
AAAI 2025
Training-Free and Hardware-Friendly Acceleration for Diffusion Models via Similarity-based Token Pruning
AAAI 2025
ImagePiece: Content-aware Re-tokenization for Efficient Image Recognition
AAAI 2025
Light-T2M: A Lightweight and Fast Model for Text-to-motion Generation
AAAI 2025
FreeNet: Liberating Depth-Wise Separable Operations for Building Faster Mobile Vision Architectures
AAAI 2025
Efficient Beam Search for Large Language Models Using Trie-Based Decoding
EMNLP 2025
GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data
AAAI 2025
UniPCGC: Towards Practical Point Cloud Geometry Compression via an Efficient Unified Approach
AAAI 2025
Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training
AAAI 2025
Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization
AAAI 2025
TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning
AAAI 2025
AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints
AAAI 2025
TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding
ACL 2025
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