Pith Number

pith:IS7XP2HZ

pith:2025:IS7XP2HZ2UM5UDCAMYNWAC6SV7

not attested not anchored not stored refs pending

Understanding Learning Dynamics Through Structured Representations

Saleh Nikooroo, Thomas Engel

arxiv:2508.02126 v2 · 2025-08-04 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IS7XP2HZ2UM5UDCAMYNWAC6SV7}

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.

Cited by

1 paper in Pith

Cross-Model Semantics in Representation Learning

Receipt and verification

First computed	2026-07-05T11:57:58.452160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44bf77e8f9d519da0c40661b600bd2afe86cdabb4a3a9f28ebe384983f7a8efe

Aliases

arxiv: 2508.02126 · arxiv_version: 2508.02126v2 · doi: 10.48550/arxiv.2508.02126 · pith_short_12: IS7XP2HZ2UM5 · pith_short_16: IS7XP2HZ2UM5UDCA · pith_short_8: IS7XP2HZ

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/IS7XP2HZ2UM5UDCAMYNWAC6SV7 \
  | 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: 44bf77e8f9d519da0c40661b600bd2afe86cdabb4a3a9f28ebe384983f7a8efe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16db15ce7ffb1f02a606059ba2ec92a52feba7a8a56854cad8db1adcb3541bd1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-04T07:15:57Z",
    "title_canon_sha256": "1c362c1b10208b3fc09742b88c35f728c46f525e8922c64055c95fe536074285"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02126",
    "kind": "arxiv",
    "version": 2
  }
}