Pith Number

pith:WGLUAUTW

pith:2025:WGLUAUTWCAUM7E3A4UTFP2MMJL

not attested not anchored not stored refs pending

Reconstructing Biological Pathways by Applying Selective Incremental Learning to (Very) Small Language Models

Brook Byrns, Connor Burbridge, Gordon Broderick, Jeffrey Chen, Joyce Reimer, Neeraj Dhar, Pranta Saha, Steven Rayan

arxiv:2507.04432 v1 · 2025-07-06 · q-bio.MN · cs.CL · cs.IT · cs.LG · cs.PF · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WGLUAUTWCAUM7E3A4UTFP2MMJL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:32:47.821705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1974052761028cf9360e52657e98c4adc3993eee3dcd8007243e10af049a527

Aliases

arxiv: 2507.04432 · arxiv_version: 2507.04432v1 · doi: 10.48550/arxiv.2507.04432 · pith_short_12: WGLUAUTWCAUM · pith_short_16: WGLUAUTWCAUM7E3A · pith_short_8: WGLUAUTW

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/WGLUAUTWCAUM7E3A4UTFP2MMJL \
  | 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: b1974052761028cf9360e52657e98c4adc3993eee3dcd8007243e10af049a527

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe14f958d6b91ea699107392aca5bd5583c56fbb9b3223d24174d5793263c23c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IT",
      "cs.LG",
      "cs.PF",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.MN",
    "submitted_at": "2025-07-06T15:35:45Z",
    "title_canon_sha256": "ba2354aba7cd530bc81730c7e574ecb352432b4dcb956683b71cd8d100b46e10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04432",
    "kind": "arxiv",
    "version": 1
  }
}