model efficiency

TREAD: Token Routing for Efficient Architecture-agnostic Diffusion Training ICCV 2025 UniEDU: Toward Unified and Efficient Large Multimodal Models for Educational Tasks EMNLP 2025 ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation ICLR 2025 VRCP: Vocabulary Replacement Continued Pretraining for Efficient Multilingual Language Models COLING 2025 Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers WACV 2025 zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025 Accelerating Transformers with Spectrum-Preserving Token Merging NeurIPS 2024 A General and Efficient Training for Transformer via Token Expansion CVPR 2024 Apprenticeship-Inspired Elegance: Synergistic Knowledge Distillation Empowers Spiking Neural Networks for Efficient Single-Eye Emotion Recognition IJCAI 2024 Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024 BMRS: Bayesian Model Reduction for Structured Pruning NeurIPS 2024 Don't Look Twice: Faster Video Transformers with Run-Length Tokenization NeurIPS 2024 Draft on the Fly: Adaptive Self-Speculative Decoding using Cosine Similarity EMNLP 2024 End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames CVPR 2024 Environmental Impact Measurement in the MentalRiskES Evaluation Campaign COLING 2024 Exploring Token Pruning in Vision State Space Models NeurIPS 2024 Fixed Point Diffusion Models CVPR 2024 From Multimodal LLM to Human-level AI: Modality, Instruction, Reasoning, Efficiency and beyond COLING 2024 GTP-ViT: Efficient Vision Transformers via Graph-Based Token Propagation WACV 2024 Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation CVPR 2024 HuBERT-EE: Early Exiting HuBERT for Efficient Speech Recognition Interspeech 2024 InceptionNeXt: When Inception Meets ConvNeXt CVPR 2024 Investigating Acceleration of LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with ‘LITE’ NAACL 2024 Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network Interspeech 2024 mALBERT: Is a Compact Multilingual BERT Model Still Worth It? COLING 2024