conftrace_

efficient computing

781 papers

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EC

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model compression (3302) convolutional neural network (4226) neural network optimization (1293) large language model (13587) attention mechanism (4001) vision transformer (1106) neural network (6616) knowledge distillation (3725) neural architecture search (666) transformer architecture (1560)

Papers

Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025
Adaptive Computation Modules: Granular Conditional Computation for Efficient Inference AAAI 2025
Towards Trustworthy, Efficient, and Scalable Machine Learning AAAI 2025
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers ICCV 2025
Can We Achieve Efficient Diffusion Without Self-Attention? Distilling Self-Attention into Convolutions ICCV 2025
Mobile Video Diffusion ICCV 2025
Importance-Based Token Merging for Efficient Image and Video Generation ICCV 2025
MixA: A Mixed Attention approach with Stable Lightweight Linear Attention to enhance Efficiency of Vision Transformers at the Edge ICCV 2025
Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers ICCV 2025
LUT-Fuse: Towards Extremely Fast Infrared and Visible Image Fusion via Distillation to Learnable Look-Up Tables ICCV 2025
Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs ICCV 2025
Emulating Self-attention with Convolution for Efficient Image Super-Resolution ICCV 2025
QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines ACL 2025
M3Net: Efficient Time-Frequency Integration Network with Mirror Attention for Audio Classification on Edge AAAI 2025
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers WACV 2025
Token Turing Machines are Efficient Vision Models WACV 2025
MaskVD: Region Masking for Efficient Video Object Detection WACV 2025
DocMamba: Efficient Document Pre-training with State Space Model AAAI 2025
LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers AAAI 2025
ConvMixFormer- A Resource-Efficient Convolution Mixer for Transformer-Based Dynamic Hand Gesture Recognition WACV 2025
CM3T: Framework for Efficient Multimodal Learning for Inhomogeneous Interaction Datasets WACV 2025
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review CONLL 2025
Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025
DrDiff: Dynamic Routing Diffusion with Hierarchical Attention for Breaking the Efficiency-Quality Trade-off EMNLP 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025