conftrace_

inference speedup

37 papers

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Co-occurring keywords

model compression (3302) inference acceleration (244) large language model (13587) diffusion model (3751) inference speed (96) knowledge distillation (3725) transformer model (1996) early exit (79) automatic speech recognition (1774) neural machine translation (2310)

Papers

SALR: Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models AAAI 2026
FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression EACL 2026
Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation ACL 2025
TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs ACL 2025
FunEditor: Achieving Complex Image Edits via Function Aggregation with Diffusion Models AAAI 2025
Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding NAACL 2025
Adaptive Caching for Faster Video Generation with Diffusion Transformers ICCV 2025
DisComp: A Two-Stage Prompt Optimization Framework Combining Task-Agnostic and Task-Aware Compression NAACL 2025
Wanda++: Pruning Large Language Models via Regional Gradients ACL 2025
Towards More Accurate Diffusion Model Acceleration with A Timestep Tuner CVPR 2024
DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism NIPS 2024
Speaking in Wavelet Domain: A Simple and Efficient Approach to Speed up Speech Diffusion Model EMNLP 2024
Plug-and-Play Diffusion Distillation CVPR 2024
An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference EMNLP 2024
Bridging the Granularity Gap for Acoustic Modeling ACL 2023
DeepPCR: Parallelizing Sequential Operations in Neural Networks NIPS 2023
Accelerating Transducers through Adjacent Token Merging INTERSPEECH 2023
Structured Pruning for Efficient Generative Pre-trained Language Models ACL 2023
LECO: Improving Early Exiting via Learned Exits and Comparison-based Exiting Mechanism ACL 2023
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints EMNLP 2023
MUX-PLMs: Data Multiplexing for High-throughput Language Models EMNLP 2023
Transkimmer: Transformer Learns to Layer-wise Skim ACL 2022
Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models NAACL 2022
SPDY: Accurate Pruning with Speedup Guarantees ICML 2022
AdapLeR: Speeding up Inference by Adaptive Length Reduction ACL 2022