Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2402.05109.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T16:49:21.949062Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation 0abdf2cf-8cde-4e6f-b36d-9eb5b1a2bb38 · inbound
Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81e64fd7-4189-4b95-a1f8-8a6d545713fe · inbound
Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c041e5c-c5ee-438f-b824-906bedcf949b · inbound
PLD+: Accelerating LLM inference by leveraging Language Model Artifacts Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff6e64dc-7880-481d-bb8e-ca5b7fe73c9e · inbound
Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 251c2da6-7c25-48db-a5ed-4acad6964e8a · inbound
Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f884bab6-ac51-4e5e-b762-2bf828d90301 · inbound
Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52ffbfa3-4311-478a-b7b2-70cf8f7e6922 · inbound
Faster and Better LLMs via Latency-Aware Test-Time Scaling Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 928c284b-91da-460b-b551-475d37b43ba8 · inbound
Training-Free Tokenizer Transplantation via Orthogonal Matching Pursuit Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccc51f7f-7bd2-4213-8c13-e50e1c798c96 · inbound
S$^4$C: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 953957ee-bfb6-4452-aaca-7c54c0706c1f · inbound
Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cd61afc-c782-4846-badb-9a516da11449 · inbound
An Empirical Study of Speculative Decoding on Software Engineering Tasks Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5701ad3f-074c-4977-b5f1-4e3daf001ca0 · inbound
SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ec05ae2c-c3a7-4419-b7ed-57a124c04d5e · inbound
SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8dc6645a-42d0-4d31-a5b9-093de9f660ee · inbound
PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5100b6ed-3547-4220-9fd4-f64ec2cdb5be · inbound
BubbleSpec: Turning Long-Tail Bubbles into Speculative Rollout Drafts for Synchronous Reinforcement Learning Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ec8a8335-e233-480a-b314-c7a57435e7be · inbound
SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ad3f9205-c613-46b5-9ebe-8c3a343c78ac · inbound
Mistletoe: Stealthy Acceleration-Collapse Attacks on Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 24a935fa-1487-42dd-95b1-bb0355d392f2 · inbound
Mistletoe: Stealthy Acceleration-Collapse Attacks on Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 579e6685-b7bb-41d0-b7ad-a65a23cf6578 · inbound
Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 61f9afc3-fc53-486b-9424-14e93dd19527 · inbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f53a53a5-5d85-4aed-b58b-bac88ba5c290 · inbound
FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bb81ced2-4ee0-46ef-a809-6effe21bdab1 · inbound
Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3270b5a9-044b-4265-907a-7ca74351349c · inbound
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 110
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6989585d-35a4-4d6d-814e-6319a389340b · inbound
SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8cd780d-6bdd-4713-893a-1cc83320d665 · inbound
P-MTP: Efficient Document Parsing via Multi-Token Prediction with Progressive Depth Scaling Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6be1c070-48a2-41fc-a861-71e0786b07f9 · inbound
HyperDFlash: Hyper-Connection-Aligned Block Speculative Decoding with Gated Residual Reduction Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 08611b2a-f81f-4e88-8e84-943fe0278ff2 · inbound
HyperDFlash: Hyper-Connection-Aligned Block Speculative Decoding with Gated Residual Reduction Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4c3e9a6b-7aeb-4b13-8a02-96a48a21e1e4 · inbound
EntMTP: Accelerating LLM Inference with Entropy Guided Multi Token Prediction Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3a9f2229-1a51-4920-a24c-af8a226c22aa · inbound
DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 379e6e24-e167-41a6-9bd4-50fdc7951801 · inbound
Unlocking Parallelism in Autoregressive Language Models via Speculative Decoding with Progressive Tree Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47197aa4-8472-44f3-b25f-02ede60ffc4c · inbound
SpecLA: Efficient Speculative Decoding for Linear-Attention Models Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.