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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
E4: Energy-Efficient DNN Inference for Edge Video Analytics via Early Exiting and DVFS
AAAI 2025
Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis
ACL 2025
Sequence Accumulation and Beyond: Infinite Context Length on Single GPU and Large Clusters
AAAI 2025
Bringing RNNs Back to Efficient Open-Ended Video Understanding
ICCV 2025
PIC: Unlocking Long-Form Text Generation Capabilities of Large Language Models via Position ID Compression
ACL 2025
Bitnet.cpp: Efficient Edge Inference for Ternary LLMs
ACL 2025
Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models
ACL 2025
Training-free and Adaptive Sparse Attention for Efficient Long Video Generation
ICCV 2025
SMamba: Sparse Mamba for Event-based Object Detection
AAAI 2025
Adaptive Guidance: Training-free Acceleration of Conditional Diffusion Models
AAAI 2025
Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration
ACL 2025
Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models
ACL 2025
Boosting Vision State Space Model with Fractal Scanning
AAAI 2025
Mamba YOLO: A Simple Baseline for Object Detection with State Space Model
AAAI 2025
Faster Speculative Decoding via Effective Draft Decoder with Pruned Candidate Tree
ACL 2025
Token Turing Machines are Efficient Vision Models
WACV 2025
Light-T2M: A Lightweight and Fast Model for Text-to-motion Generation
AAAI 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference
AAAI 2025
Accurate KV Cache Quantization with Outlier Tokens Tracing
ACL 2025
Erasing Undesirable Influence in Diffusion Models
CVPR 2025
UniPCGC: Towards Practical Point Cloud Geometry Compression via an Efficient Unified Approach
AAAI 2025
FreeNet: Liberating Depth-Wise Separable Operations for Building Faster Mobile Vision Architectures
AAAI 2025
ClusterAttn: KV Cache Compression under Intrinsic Attention Clustering
ACL 2025
ReBotNet: Fast Real-Time Video Enhancement
WACV 2025
MDP: Multidimensional Vision Model Pruning with Latency Constraint
CVPR 2025
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