:: Library Catalog

Cover Image

Saved in:

Bibliographic Details
Main Authors:	Tan, Zhendong, Zhang, Xingjun, Hu, Chaoyi, Peng, Junjie, Xia, Kun
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2512.02337
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification
by: Yang, Penghui, et al.
Published: (2025)

TriSpec: Ternary Speculative Decoding via Lightweight Proxy Verification
by: Jiang, Haoyun, et al.
Published: (2026)

BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms
by: Hou, Yunlong, et al.
Published: (2025)

DistillSpec: Improving Speculative Decoding via Knowledge Distillation
by: Zhou, Yongchao, et al.
Published: (2023)

DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding
by: Zarch, Hossein Entezari, et al.
Published: (2025)

QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
by: Tiwari, Rishabh, et al.
Published: (2025)

ParallelSpec: Parallel Drafter for Efficient Speculative Decoding
by: Xiao, Zilin, et al.
Published: (2024)

D-CTNet: A Dual-Branch Channel-Temporal Forecasting Network with Frequency-Domain Correction
by: Wang, Shaoxun, et al.
Published: (2025)

HiSpec: Hierarchical Speculative Decoding for LLMs
by: Kumar, Avinash, et al.
Published: (2025)

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem
by: Cha, Seongjin, et al.
Published: (2026)

SpecMER: Fast Protein Generation with K-mer Guided Speculative Decoding
by: Walton, Thomas, et al.
Published: (2025)

DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure
by: Xiong, Yunfan, et al.
Published: (2024)

MoE-Spec: Expert Budgeting for Efficient Speculative Decoding
by: McDanel, Bradley, et al.
Published: (2026)

CAS-Spec: Cascade Adaptive Self-Speculative Decoding for On-the-Fly Lossless Inference Acceleration of LLMs
by: Ning, Zhiyuan, et al.
Published: (2025)

ReSpec: Towards Optimizing Speculative Decoding in Reinforcement Learning Systems
by: Chen, Qiaoling, et al.
Published: (2025)

SpecMemo: Speculative Decoding is in Your Pocket
by: Yildirim, Selin, et al.
Published: (2025)

SpecPipe: Accelerating Pipeline Parallelism-based LLM Inference with Speculative Decoding
by: Yin, Haofei, et al.
Published: (2025)

SpecExtend: A Drop-in Enhancement for Speculative Decoding of Long Sequences
by: Cha, Jungyoub, et al.
Published: (2025)

SpecTr: Fast Speculative Decoding via Optimal Transport
by: Sun, Ziteng, et al.
Published: (2023)

SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths
by: Huang, Kaixuan, et al.
Published: (2024)

Traversal Verification for Speculative Tree Decoding
by: Weng, Yepeng, et al.
Published: (2025)

SpecMoE: A Fast and Efficient Mixture-of-Experts Inference via Self-Assisted Speculative Decoding
by: Bang, Jehyeon, et al.
Published: (2026)

SwiftSpec: Ultra-Low Latency LLM Decoding by Scaling Asynchronous Speculative Decoding
by: Zhang, Ziyi, et al.
Published: (2025)

ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts
by: Georganas, Evangelos, et al.
Published: (2025)

Spec-VLA: Speculative Decoding for Vision-Language-Action Models with Relaxed Acceptance
by: Wang, Songsheng, et al.
Published: (2025)

SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding
by: Plaksin, Anton, et al.
Published: (2026)

Speeding up Speculative Decoding via Sequential Approximate Verification
by: Zhong, Meiyu, et al.
Published: (2025)

MARS: Unleashing the Power of Speculative Decoding via Margin-Aware Verification
by: Song, Jingwei, et al.
Published: (2026)

EasySpec: Layer-Parallel Speculative Decoding for Efficient Multi-GPU Utilization
by: Wu, Yize, et al.
Published: (2025)

SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification
by: Miao, Xupeng, et al.
Published: (2023)

SpecExit: Accelerating Large Reasoning Model via Speculative Exit
by: Yang, Rubing, et al.
Published: (2025)

SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding
by: Li, Shenggui, et al.
Published: (2026)

NQKV: A KV Cache Quantization Scheme Based on Normal Distribution Characteristics
by: Cai, Zhihang, et al.
Published: (2025)

SpecDiff: Accelerating Diffusion Model Inference with Self-Speculation
by: Pan, Jiayi, et al.
Published: (2025)

Block Verification Accelerates Speculative Decoding
by: Sun, Ziteng, et al.
Published: (2024)

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
by: Liu, Zining, et al.
Published: (2026)

DynaSpec: Context-aware Dynamic Speculative Sampling for Large-Vocabulary Language Models
by: Zhang, Jinbin, et al.
Published: (2025)

Speculative Speculative Decoding
by: Kumar, Tanishq, et al.
Published: (2026)

SpecRouter: Adaptive Routing for Multi-Level Speculative Decoding in Large Language Models
by: Wu, Hang, et al.
Published: (2025)

DIVERSED: Relaxed Speculative Decoding via Dynamic Ensemble Verification
by: Wang, Ziyi, et al.
Published: (2026)