Pith Number

pith:RNWOONGV

pith:2026:RNWOONGVSXXIIPXCQVJJQO33FA

not attested not anchored not stored refs resolved

Position: Ideas Should be the Center of Machine Learning Research

Jairo Diaz-Rodriguez

Machine learning research should center on ideas by testing the behavioral signatures they predict in modern models through tailored experiments.

arxiv:2605.15253 v1 · 2026-05-14 · cs.LG

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\usepackage{pith}
\pithnumber{RNWOONGVSXXIIPXCQVJJQO33FA}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

The field should adopt an Ideas First framework in which ideas are valued for the behavioral signatures they predict in modern models, and these signatures are tested through tailored experiments designed to detect the relevant patterns rather than to win leaderboards.

C2weakest assumption

That behavioral signatures predicted by ideas can be isolated and reliably detected in complex modern models using tailored experiments that do not themselves require substantial computational resources or risk being confounded by unrelated model behaviors.

C3one line summary

Machine learning research should prioritize ideas by testing their predicted behavioral signatures in modern models through custom experiments instead of leaderboard chasing or abstract theorems.

References

147 extracted · 147 resolved · 3 Pith anchors

[1] Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

[2] Classification Problem Solving

[3] Robinson, Arthur L. , title =. 1980 , doi =. https://science.sciencemag.org/content/208/4447/1019.full.pdf , journal = 1980

[4] New Ways to Make Microcircuits Smaller---Duplicate Entry

[5] Clancey and Glenn Rennels , abstract = 1984 · doi:10.1016/s0020-7373(84)80003-6

Formal links

1 machine-checked theorem link

Receipt and verification

First computed	2026-05-20T00:00:48.634517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b6ce734d595ee843ee28552983b7b2834d5bdb4775cf8f17af6ff817c92e931

Aliases

arxiv: 2605.15253 · arxiv_version: 2605.15253v1 · doi: 10.48550/arxiv.2605.15253 · pith_short_12: RNWOONGVSXXI · pith_short_16: RNWOONGVSXXIIPXC · pith_short_8: RNWOONGV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RNWOONGVSXXIIPXCQVJJQO33FA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8b6ce734d595ee843ee28552983b7b2834d5bdb4775cf8f17af6ff817c92e931

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa7892bba0788645f976ca35fca6b87bb75c4ad16b42f531a8b7d54da37642e7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-14T16:36:27Z",
    "title_canon_sha256": "aeb4f5140712fcdb5006af083fcc85a51395ebba71f907c83e3218cbf7fa5326"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.15253",
    "kind": "arxiv",
    "version": 1
  }
}