Paper Citation Record · LEDGER

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models

As of 6 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 4 inbound Pith citation observations for arXiv:2603.04592.

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

pith.paper-citation-record.v1
2603.04592 v3

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T16:16:15.819622Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T22:40:05.658212Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T03:19:29.934951Z

Reference resolution

19 of 19 outbound references displayed

verified exact7
verified fuzzy2
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 563b486a-b533-4e65-b23b-1abf42fa390f · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Accelerating Large Language Model Decoding with Speculative Sampling

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T16:20:10.021194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 42d8fa3e-14a2-415f-b9fb-be0c0900751e · outbound

This paper cites Kimi-Audio Technical Report.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Kimi-Audio Technical Report

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T16:20:10.031449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7c8fa9ed-98a5-4036-bcac-30db7acdcec4 · outbound

This paper cites Ctrldiff: Boosting large diffusion language models with dynamic block prediction and controllable generation.arXiv preprint arXiv:2505.14455.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Ctrldiff: Boosting large diffusion language models with dynamic block prediction and controllable generation.arXiv preprint arXiv:2505.14455

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:20:10.009602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0655f1d0-c4aa-40cf-ba64-09fc67832867 · outbound

This paper cites Javier Iranzo-Sánchez, Jorge Iranzo-Sánchez, Adrià Giménez, Jorge Civera, and Alfons Juan.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Javier Iranzo-Sánchez, Jorge Iranzo-Sánchez, Adrià Giménez, Jorge Civera, and Alfons Juan

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:10.015684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7207b8ad-bae7-46f1-bed2-7bd103246601 · outbound

This paper cites Taku Kudo.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Taku Kudo

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:10.004174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 03bae24a-489b-4704-8727-8f4f7b6df872 · outbound

This paper cites Robust and Efficient Autoregressive Speech Synthesis with Dynamic Chunk-wise Prediction Policy.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Robust and Efficient Autoregressive Speech Synthesis with Dynamic Chunk-wise Prediction Policy

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:09.991805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 493103ac-32b4-4949-b78f-6886f8e5b674 · outbound

This paper cites From judgment to interference: Early stopping LLM harmful outputs via streaming content monitoring.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models From judgment to interference: Early stopping LLM harmful outputs via streaming content monitoring

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:20:09.956993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 604113b4-449c-4a4e-96fe-878d568fd995 · outbound

This paper cites Accelerating Autoregressive Speech Synthesis Inference With Speech Speculative Decoding.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Accelerating Autoregressive Speech Synthesis Inference With Speech Speculative Decoding

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:09.985065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0841b148-533b-4127-b388-06f8eef34df5 · outbound

This paper cites Latent speech- text transformer.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Latent speech- text transformer

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:20:09.963512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ac5d9451-791a-4d83-a493-44446b27134f · outbound

This paper cites Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:09.997883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 333b4b71-3a03-4e97-99ca-941657803e6f · outbound

This paper cites Next Block Prediction: Video Generation via Semi-Autoregressive Modeling.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Next Block Prediction: Video Generation via Semi-Autoregressive Modeling

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:20:10.026594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5dc27d68-c28d-4481-9b49-a7b11bde5266 · outbound

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

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T16:20:09.951717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4a7f35e7-2093-42ce-9766-cc3644df4f11 · outbound

This paper cites an unresolved cited work.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Unresolved cited work

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:09.944648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3dee4f86-afda-4614-8bc4-3ce7403f73b3 · outbound

This paper cites DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:20:09.970164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 226e02d8-a9c5-477b-b69c-0990c34ccad1 · outbound

This paper cites VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:20:09.981818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0c2d6996-faed-4722-810f-f6234409742c · outbound

This paper cites an unresolved cited work.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-15T16:20:10.731864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3c8385f4-4f0a-4913-8db2-32f3f7e16fc5 · outbound

This paper cites an unresolved cited work.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-15T16:20:10.735950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b6347b33-e6a4-4cf0-8cee-6969155ee64d · outbound

This paper cites Prior MLLM surveys assume fixed inputs and emphasize alignment and benchmarked capabilities.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Prior MLLM surveys assume fixed inputs and emphasize alignment and benchmarked capabilities

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T16:20:10.723130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 32bf1c54-b6f4-4d31-a6db-bd77033147db · outbound

This paper cites Prior surveys focus on enlarging a fixed context window for offline inputs or read then write inference.

From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models Prior surveys focus on enlarging a fixed context window for offline inputs or read then write inference

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T16:20:10.726952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 3fde8e73-ce8b-46ad-bf2a-3e5d92daac5a · inbound

Engagement Process: Rethinking the Temporal Interface of Action and Observation cites this paper.

Engagement Process: Rethinking the Temporal Interface of Action and Observation From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-13T01:42:04.069489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0a899ff8-3870-4d26-8796-d8f0d0ada840 · inbound

Engagement Process: Rethinking the Temporal Interface of Action and Observation cites this paper.

Engagement Process: Rethinking the Temporal Interface of Action and Observation From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-01T13:45:46.537169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 43b8beb1-3e6a-4bc8-ae6e-6e0e4aa0b22b · inbound

ProactiveLLM: Learning Active Interaction for Streaming Large Language Models cites this paper.

ProactiveLLM: Learning Active Interaction for Streaming Large Language Models From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models

Reference 100

Resolution: verified exact; local_arxiv, observed 2026-06-28T19:12:34.849137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation db19ec13-44b0-46eb-8546-6b3e89e973d2 · inbound

ViCoStream: Streaming VideoLLMs Can Run Beyond 100 FPS with Stage-Wise Coordinated Inference cites this paper.

ViCoStream: Streaming VideoLLMs Can Run Beyond 100 FPS with Stage-Wise Coordinated Inference From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models

Reference 45

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:19:29.936756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.