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Papers
A Theoretical Perspective for Speculative Decoding Algorithm
NeurIPS 2024
A Training Data Recipe to Accelerate A* Search with Language Models
EMNLP 2024
Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models
CVPR 2024
Block Transformer: Global-to-Local Language Modeling for Fast Inference
NeurIPS 2024
Cache Me if You Can: Accelerating Diffusion Models through Block Caching
CVPR 2024
Cascade Speculative Drafting for Even Faster LLM Inference
NeurIPS 2024
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference
AAAI 2024
Context-Aware Assistant Selection for Improved Inference Acceleration with Large Language Models
EMNLP 2024
Decoding at the Speed of Thought: Harnessing Parallel Decoding of Lexical Units for LLMs
COLING 2024
DEED: Dynamic Early Exit on Decoder for Accelerating Encoder-Decoder Transformer Models
NAACL 2024
DeltaDEQ: Exploiting Heterogeneous Convergence for Accelerating Deep Equilibrium Iterations
NeurIPS 2024
DistillSpec: Improving Speculative Decoding via Knowledge Distillation
ICLR 2024
Draft on the Fly: Adaptive Self-Speculative Decoding using Cosine Similarity
EMNLP 2024
Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding
ACL 2024
DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling
NAACL 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees
EMNLP 2024
F³-Pruning: A Training-Free and Generalized Pruning Strategy towards Faster and Finer Text-to-Video Synthesis
AAAI 2024
Fast Context-Biasing for CTC and Transducer ASR models with CTC-based Word Spotter
Interspeech 2024
Faster Diffusion: Rethinking the Role of the Encoder for Diffusion Model Inference
NeurIPS 2024
FasterVD: On Acceleration of Video Diffusion Models
IJCAI 2024
Fast yet Safe: Early-Exiting with Risk Control
NeurIPS 2024
FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping
EMNLP 2024
FIRST: Faster Improved Listwise Reranking with Single Token Decoding
EMNLP 2024
Fluctuation-Based Adaptive Structured Pruning for Large Language Models
AAAI 2024
Generation Meets Verification: Accelerating Large Language Model Inference with Smart Parallel Auto-Correct Decoding
ACL 2024