Paper Citation Record · LEDGER

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents

As of 20 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2606.11045.

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

pith.paper-citation-record.v1
2606.11045 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T13:25:36.352501Z

measured 21 of 21 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 2026-08-04T15:12:55.700414Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved18
parse uncertain2
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8a0dfd5-7d66-460e-a75a-701f300ad8bf · outbound

This paper cites overtuning,.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents overtuning,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb07693-fac2-4850-b0ff-826a256cf422 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde72797-0c02-4333-a978-53fd4f228afd · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 3

Resolution: parse uncertain; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2289400-caff-4c77-aa38-9ac63b4e1c4a · outbound

This paper cites Start a clean orphan branch [...].

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Start a clean orphan branch [...]

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dfe5ca8-1f2d-43d9-8294-1b4f53cff929 · outbound

This paper cites ## The task {{EXPLORE_TASK_DESC}} {{VAL_ACCESS_NOTE}} ## The experiment loop 18 LOOP FOREVER:.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents ## The task {{EXPLORE_TASK_DESC}} {{VAL_ACCESS_NOTE}} ## The experiment loop 18 LOOP FOREVER:

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ce14bf6-cd64-4f10-96bf-64b5b10ebbc3 · outbound

This paper cites The ONLY metric is {{METRIC_NAME}}.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents The ONLY metric is {{METRIC_NAME}}

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f757e50b-ef54-4fcf-b4b9-2e06162643dd · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c30d000-1eb4-4a9b-a296-53c73b1d368f · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 333dc926-9672-4be7-bd79-225f4a60d4a6 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 085d0de7-1f2b-4bd3-a276-d4663d4c5d40 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cce2fff9-9ab4-441b-9696-a24a0d60c004 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14ad8a52-88ed-46fd-a150-0280e970138f · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c78078f-22a7-4ca2-99ff-f12a29fc1f7a · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 13

Resolution: parse uncertain; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20bffa22-1506-444f-b1c5-f1b2951031f8 · outbound

This paper cites improved / did not improve.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents improved / did not improve

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66a4f38f-74ed-4a33-942d-8e890758e3e8 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0beb91f4-89f8-4dc9-9d83-44796b3db717 · outbound

This paper cites Import ONLY from prepare_reproduce.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Import ONLY from prepare_reproduce

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5420d1d8-e194-4abb-80d4-9626b8202513 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d8c093-991d-412f-85cb-6ad91d303ae9 · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1803f9-8e22-415a-8cac-f02f050f3ecb · outbound

This paper cites an unresolved cited work.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b08286b3-8156-489d-adbd-25a76a654342 · outbound

This paper cites Try a range of approaches . . . Let the metric decide which approach works best.

What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents Try a range of approaches . . . Let the metric decide which approach works best

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T13:25:36.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 90008318-94c0-4697-9458-7ba94e9710b6 · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-04T15:12:55.700414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.