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Paper Citation Record · LEDGER

NF4 Isn't Information Theoretically Optimal (and that's Good)

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2306.06965.

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

pith.paper-citation-record.v1
2306.06965 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:07:30.266478Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T19:51:09.709482Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 12283b9e-4a4e-4c96-8559-9caae4e85edd · inbound

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem cites this paper.

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem NF4 Isn't Information Theoretically Optimal (and that's Good)

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T12:07:30.266478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:07:30.266478Z digest=sha256:011545b42af569881bcff5efe3388f18eae9f95d6c8d77927053712933762aa8

Observation 425cb4e0-d38a-46f6-bd53-a8b6163f938a · inbound

any4: Learned 4-bit Numeric Representation for LLMs cites this paper.

any4: Learned 4-bit Numeric Representation for LLMs NF4 Isn't Information Theoretically Optimal (and that's Good)

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:51:09.715540Z

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.

source=arxiv_source observed=2026-08-06T19:51:09.539923Z digest=sha256:87698051db1365006f5f755647aab6d1fedd661e7a5723a92e6d929fadc46017