Paper Citation Record · LEDGER

FOCUS: DLLMs Know How to Tame Their Compute Bound

As of 20 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 1 inbound Pith citation observation for arXiv:2601.23278.

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

pith.paper-citation-record.v1
2601.23278 v2

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:26:55.613769Z

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:48:52.205655Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

7 of 7 outbound references displayed

verified exact0
verified fuzzy0
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03ac1c42-9565-4413-96de-7842529327b7 · outbound

This paper cites 18 FOCUS: DLLMs Know How to Tame Their Compute Bound.

FOCUS: DLLMs Know How to Tame Their Compute Bound 18 FOCUS: DLLMs Know How to Tame Their Compute Bound

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.360488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5721acd8-4d03-4cfb-866c-4c6bccc5e81f · outbound

This paper cites an unresolved cited work.

FOCUS: DLLMs Know How to Tame Their Compute Bound Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.417493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428fa1ec-701e-46d2-a816-f822aee0946a · outbound

This paper cites an unresolved cited work.

FOCUS: DLLMs Know How to Tame Their Compute Bound Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.478730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa4d190f-a952-43c0-bdb1-1f8254e0efdb · outbound

This paper cites an unresolved cited work.

FOCUS: DLLMs Know How to Tame Their Compute Bound Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.553223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3400da6-ff92-482c-b4a8-fce0e859cb85 · outbound

This paper cites State Persistence and ResetWhen a block completes processing (all tokens become cached), the scheduler resets per-sequence states: •FocusState.rightmost processedis reset to−1.

FOCUS: DLLMs Know How to Tame Their Compute Bound State Persistence and ResetWhen a block completes processing (all tokens become cached), the scheduler resets per-sequence states: •FocusState.rightmost processedis reset to−1

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.613769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60ed0fa4-2b42-4fc3-80a6-78f60285de2e · outbound

This paper cites Scaling Laws for Neural Language Models.

FOCUS: DLLMs Know How to Tame Their Compute Bound Scaling Laws for Neural Language Models

Reference 2021

Resolution: malformed identifier; no resolver link, observed 2026-08-03T06:26:55.266118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5755630b-d3c4-4d5b-8f66-babc52f2498f · outbound

This paper cites Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed.

FOCUS: DLLMs Know How to Tame Their Compute Bound Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T06:26:55.152907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e1f6b121-646d-4472-8d1f-766c067b4b36 · inbound

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation cites this paper.

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation FOCUS: DLLMs Know How to Tame Their Compute Bound

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T01:48:52.205655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.