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Efficient Computing

596 directly classified papers

Papers per year

Papers

Towards Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Label Learning ACL 2024
CQIL: Inference Latency Optimization with Concurrent Computation of Quasi-Independent Layers ACL 2024
JumpCoder: Go Beyond Autoregressive Coder via Online Modification ACL 2024
LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression ACL 2024
Exploring Token Pruning in Vision State Space Models NIPS 2024
On Context Utilization in Summarization with Large Language Models ACL 2024
ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition ACL 2024
LoNAS: Elastic Low-Rank Adapters for Efficient Large Language Models COLING 2024
Environmental Impact Measurement in the MentalRiskES Evaluation Campaign COLING 2024
PRoLoRA: Partial Rotation Empowers More Parameter-Efficient LoRA ACL 2024
GTP-ViT: Efficient Vision Transformers via Graph-Based Token Propagation WACV 2024
Computer Vision on the Edge: Individual Cattle Identification in Real-Time With ReadMyCow System WACV 2024
Adaptive Deep Neural Network Inference Optimization With EENet WACV 2024
Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024
FLORA: Fine-Grained Low-Rank Architecture Search for Vision Transformer WACV 2024
Learning Discretized Neural Networks under Ricci Flow JMLR 2024
LocMoE: A Low-overhead MoE for Large Language Model Training IJCAI 2024
Twists, Humps, and Pebbles: Multilingual Speech Recognition Models Exhibit Gender Performance Gaps EMNLP 2024
LeMeViT: Efficient Vision Transformer with Learnable Meta Tokens for Remote Sensing Image Interpretation IJCAI 2024
Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters EMNLP 2024
LLMem: Estimating GPU Memory Usage for Fine-Tuning Pre-Trained LLMs IJCAI 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees EMNLP 2024
Carbon Footprint Reduction for Sustainable Data Centers in Real-Time AAAI 2024
Optimized Speculative Sampling for GPU Hardware Accelerators EMNLP 2024
Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation OSDI 2024