Paper Citation Record · LEDGER

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models

As of 10 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 3 inbound Pith citation observations for arXiv:2502.06352.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.06352 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T15:46:22.181508Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T22:30:39.049531Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-29T08:53:15.815765Z

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy5
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2caf12a3-96fa-462d-b05a-caf4c7413c5f · outbound

This paper cites Language models are few-shot learners.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Language models are few-shot learners

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:21.975662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f54f0301-9e25-4cdf-ad2c-05e78b95b5c6 · outbound

This paper cites Lee, Deming Chen, and Tri Dao.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Lee, Deming Chen, and Tri Dao

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:21.988417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f978df0-4e67-4532-8c78-34642765db2e · outbound

This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:21.995596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a82c66a9-b759-455b-aacb-bc3c1a7336a7 · outbound

This paper cites Laion coco: 600m synthetic captions from laion2b-en, 2022.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Laion coco: 600m synthetic captions from laion2b-en, 2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T15:46:22.733507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 762ef38e-dbd0-4734-99d5-0a3cafb937b9 · outbound

This paper cites Break the sequential dependency of LLM inference using lookahead decoding.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Break the sequential dependency of LLM inference using lookahead decoding

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T15:46:22.709589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bafed03f-162e-4932-bbcf-0993d160c631 · outbound

This paper cites CLIPS core: A reference-free evaluation metric for image captioning.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models CLIPS core: A reference-free evaluation metric for image captioning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.022423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34b990a3-2479-4b3d-906d-8f36431d459c · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T15:46:22.684112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e6b3ad5c-055a-4592-a704-49bdaecb9525 · outbound

This paper cites Classifier-free diffusion guidance.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Classifier-free diffusion guidance

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.035759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8604d7df-734f-44fb-86a5-3ba18f88b742 · outbound

This paper cites LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.041625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cea5e3f-6b22-49ef-9744-85e67e66fd77 · outbound

This paper cites Mistral 7B.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Mistral 7B

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.048285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f59fa46-5b99-445b-8614-e3c4724521fa · outbound

This paper cites Fast inference from transformers via speculative decoding.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Fast inference from transformers via speculative decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.057941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58194c7-64e4-4d40-9144-960fd581338a · outbound

This paper cites Eagle: Speculative sampling requires rethinking feature uncertainty, 2024 a.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Eagle: Speculative sampling requires rethinking feature uncertainty, 2024 a

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T15:46:22.625028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 687972d7-4151-4ef8-b71e-824c0c818335 · outbound

This paper cites EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.073298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fb40c86-2b34-4fd9-bea8-02f77bf449af · outbound

This paper cites Lawrence Zitnick.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Lawrence Zitnick

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T15:46:22.593645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95406ae6-48ce-46d5-85ba-f8430b58703a · outbound

This paper cites Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.091202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc566dce-133e-46b1-93bf-46b8d041bb63 · outbound

This paper cites Decoupled weight decay regularization.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Decoupled weight decay regularization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.101990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5d7fd9e-13b1-421a-91c6-45a212234005 · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.111117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 698e84cc-6eaa-4eea-aad0-9e195a28d5a7 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.123417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388d7646-ae6c-4f4c-930e-08a2e600764b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models LLaMA: Open and Efficient Foundation Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.136377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d0b2fed-13a1-442c-9854-2989a24b07e0 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.142829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 503d2a19-e71e-4e5d-87b5-0f567f1a519e · outbound

This paper cites write newline.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models write newline

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.148790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f33e13-8d8e-4b5a-a78d-0185eb0f6569 · outbound

This paper cites @esa (Ref.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models @esa (Ref

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.163826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f91637d-aa3e-4287-96be-77a989da111e · outbound

This paper cites an unresolved cited work.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.172770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959cb0ca-0fc0-46c2-b23c-15b9fb174731 · outbound

This paper cites an unresolved cited work.

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T15:46:22.181508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 0231638c-5bfc-47b9-aaee-a961440c6f19 · inbound

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation cites this paper.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44962255-8825-444d-91c3-cfcb3f64a9a1 · inbound

CASCADE: Context-Aware Relaxation for Speculative Image Decoding cites this paper.

CASCADE: Context-Aware Relaxation for Speculative Image Decoding LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:55:55.033885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 74334f73-d599-4287-a160-19c768d5880e · inbound

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting cites this paper.

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:15.817436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.