NanoSpec: Accelerating Speculative Decoding using Minimalist In-Context Vocabularies
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Zhiyang, Xu, Daliang, Zhang, Yinyuan, Wang, Chenghua, Xu, Mengwei, Ma, Yun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Accelerating Mobile Language Model via Speculative Decoding and NPU-Coordinated Execution
by: Chen, Zhiyang, et al.
Published: (2025)
by: Chen, Zhiyang, et al.
Published: (2025)
Spec-LLaVA: Accelerating Vision-Language Models with Dynamic Tree-Based Speculative Decoding
by: Huo, Mingxiao, et al.
Published: (2025)
by: Huo, Mingxiao, et al.
Published: (2025)
EvoSpec: Evolving Speculative Decoding via Real-Time Vocabulary and Parameter Adaptation
by: Zhang, Shuyu, et al.
Published: (2026)
by: Zhang, Shuyu, et al.
Published: (2026)
SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding
by: Sun, Ryan, et al.
Published: (2024)
by: Sun, Ryan, et al.
Published: (2024)
FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
by: Zhao, Weilin, et al.
Published: (2025)
by: Zhao, Weilin, et al.
Published: (2025)
SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting
by: Shi, Weijie, et al.
Published: (2026)
by: Shi, Weijie, et al.
Published: (2026)
LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation
by: Liu, Tianyu, et al.
Published: (2025)
by: Liu, Tianyu, et al.
Published: (2025)
Speculative Decoding with a Speculative Vocabulary
by: Williams, Miles, et al.
Published: (2026)
by: Williams, Miles, et al.
Published: (2026)
ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding
by: Kang, Jialiang, et al.
Published: (2025)
by: Kang, Jialiang, et al.
Published: (2025)
SpecTr-GBV: Multi-Draft Block Verification Accelerating Speculative Decoding
by: Lin, Yijun, et al.
Published: (2026)
by: Lin, Yijun, et al.
Published: (2026)
DynaSpec: Context-aware Dynamic Speculative Sampling for Large-Vocabulary Language Models
by: Zhang, Jinbin, et al.
Published: (2025)
by: Zhang, Jinbin, et al.
Published: (2025)
LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification
by: Yang, Penghui, et al.
Published: (2025)
by: Yang, Penghui, et al.
Published: (2025)
SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding
by: Plaksin, Anton, et al.
Published: (2026)
by: Plaksin, Anton, et al.
Published: (2026)
ParallelSpec: Parallel Drafter for Efficient Speculative Decoding
by: Xiao, Zilin, et al.
Published: (2024)
by: Xiao, Zilin, et al.
Published: (2024)
ToolSpec: Accelerating Tool Calling via Schema-Aware and Retrieval-Augmented Speculative Decoding
by: Xia, Heming, et al.
Published: (2026)
by: Xia, Heming, et al.
Published: (2026)
HeteroSpec: Leveraging Contextual Heterogeneity for Efficient Speculative Decoding
by: Liu, Siran, et al.
Published: (2025)
by: Liu, Siran, et al.
Published: (2025)
HiSpec: Hierarchical Speculative Decoding for LLMs
by: Kumar, Avinash, et al.
Published: (2025)
by: Kumar, Avinash, et al.
Published: (2025)
DiffuSpec: Unlocking Diffusion Language Models for Speculative Decoding
by: Li, Guanghao, et al.
Published: (2025)
by: Li, Guanghao, et al.
Published: (2025)
Out-of-Vocabulary Sampling Boosts Speculative Decoding
by: Timor, Nadav, et al.
Published: (2025)
by: Timor, Nadav, et al.
Published: (2025)
SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices
by: Svirschevski, Ruslan, et al.
Published: (2024)
by: Svirschevski, Ruslan, et al.
Published: (2024)
Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies
by: Timor, Nadav, et al.
Published: (2025)
by: Timor, Nadav, et al.
Published: (2025)
SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents
by: Saberi, Mehrdad, et al.
Published: (2026)
by: Saberi, Mehrdad, et al.
Published: (2026)
SpecDiff-2: Scaling Diffusion Drafter Alignment For Faster Speculative Decoding
by: Sandler, Jameson, et al.
Published: (2025)
by: Sandler, Jameson, et al.
Published: (2025)
SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths
by: Huang, Kaixuan, et al.
Published: (2024)
by: Huang, Kaixuan, et al.
Published: (2024)
DistillSpec: Improving Speculative Decoding via Knowledge Distillation
by: Zhou, Yongchao, et al.
Published: (2023)
by: Zhou, Yongchao, et al.
Published: (2023)
VOCABTRIM: Vocabulary Pruning for Efficient Speculative Decoding in LLMs
by: Goel, Raghavv, et al.
Published: (2025)
by: Goel, Raghavv, et al.
Published: (2025)
SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding
by: Li, Shenggui, et al.
Published: (2026)
by: Li, Shenggui, et al.
Published: (2026)
Accelerate Speculative Decoding with Sparse Computation in Verification
by: Wang, Jikai, et al.
Published: (2025)
by: Wang, Jikai, et al.
Published: (2025)
SpecExit: Accelerating Large Reasoning Model via Speculative Exit
by: Yang, Rubing, et al.
Published: (2025)
by: Yang, Rubing, et al.
Published: (2025)
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
by: Ji, Yicheng, et al.
Published: (2025)
by: Ji, Yicheng, et al.
Published: (2025)
ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts
by: Georganas, Evangelos, et al.
Published: (2025)
by: Georganas, Evangelos, et al.
Published: (2025)
AdaSpec: Adaptive Speculative Decoding for Fast, SLO-Aware Large Language Model Serving
by: Huang, Kaiyu, et al.
Published: (2025)
by: Huang, Kaiyu, et al.
Published: (2025)
CLaSp: In-Context Layer Skip for Self-Speculative Decoding
by: Chen, Longze, et al.
Published: (2025)
by: Chen, Longze, et al.
Published: (2025)
Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models
by: Mamou, Jonathan, et al.
Published: (2024)
by: Mamou, Jonathan, et al.
Published: (2024)
SpecTr: Fast Speculative Decoding via Optimal Transport
by: Sun, Ziteng, et al.
Published: (2023)
by: Sun, Ziteng, et al.
Published: (2023)
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning
by: Huang, Haoyu, et al.
Published: (2026)
by: Huang, Haoyu, et al.
Published: (2026)
SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding
by: Wang, Zhenglin, et al.
Published: (2024)
by: Wang, Zhenglin, et al.
Published: (2024)
SpecKV: Adaptive Speculative Decoding with Compression-Aware Gamma Selection
by: Shukla, Shikhar
Published: (2026)
by: Shukla, Shikhar
Published: (2026)
Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding
by: Zhang, Jun, et al.
Published: (2023)
by: Zhang, Jun, et al.
Published: (2023)
HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models
by: Yang, Ze, et al.
Published: (2024)
by: Yang, Ze, et al.
Published: (2024)
Similar Items
-
Accelerating Mobile Language Model via Speculative Decoding and NPU-Coordinated Execution
by: Chen, Zhiyang, et al.
Published: (2025) -
Spec-LLaVA: Accelerating Vision-Language Models with Dynamic Tree-Based Speculative Decoding
by: Huo, Mingxiao, et al.
Published: (2025) -
EvoSpec: Evolving Speculative Decoding via Real-Time Vocabulary and Parameter Adaptation
by: Zhang, Shuyu, et al.
Published: (2026) -
SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding
by: Sun, Ryan, et al.
Published: (2024) -
FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
by: Zhao, Weilin, et al.
Published: (2025)