conftrace_

model efficiency

206 papers

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Co-occurring keywords

model compression (3302) efficient computing (781) vision transformer (1106) image classification (1944) large language model (13587) neural network optimization (1293) knowledge distillation (3725) convolutional neural network (4226) attention mechanism (4001) neural architecture search (666)

Papers

A Comprehensive Overhaul of Multimodal Assistant with Small Language Models AAAI 2025
Numerical Pruning for Efficient Autoregressive Models AAAI 2025
EVEv2: Improved Baselines for Encoder-Free Vision-Language Models ICCV 2025
Principles of Visual Tokens for Efficient Video Understanding ICCV 2025
Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency CVPR 2025
Consultant Decoding: Yet Another Synergistic Mechanism ACL 2025
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models ACL 2025
zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025
An Efficient Hybrid Vision Transformer for TinyML Applications ICCV 2025
DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework CVPR 2025
FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression CVPR 2025
Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient CVPR 2025
AdaV: Adaptive Text-visual Redirection for Vision-Language Models ACL 2025
ReGLA: Refining Gated Linear Attention NAACL 2025
CopySpec: Accelerating LLMs with Speculative Copy-and-Paste EMNLP 2025
Code-Optimise: Self-Generated Preference Data for Correctness and Efficiency NAACL 2025
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference ACL 2025
Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis ACL 2025
Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks ACL 2025
Smarter, Not Harder: Training-Free Adaptive Computation for Transformers ACL 2025
Rethinking Token Reduction for State Space Models EMNLP 2024
Draft on the Fly: Adaptive Self-Speculative Decoding using Cosine Similarity EMNLP 2024
Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation CVPR 2024
mALBERT: Is a Compact Multilingual BERT Model Still Worth It? COLING 2024
From Multimodal LLM to Human-level AI: Modality, Instruction, Reasoning, Efficiency and beyond COLING 2024