Pith Number

pith:PYQBEOJG

pith:2024:PYQBEOJGJTHGJIL6V6W7ZIX4AM

not attested not anchored not stored refs pending

Towards the Dynamics of a DNN Learning Symbolic Interactions

Dongrui Liu, Junpeng Zhang, Qihan Ren, Quanshi Zhang, Yang Xu, Yue Xin

arxiv:2407.19198 v2 · 2024-07-27 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PYQBEOJGJTHGJIL6V6W7ZIX4AM}

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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.

Cited by

1 paper in Pith

Physics of Skill Learning

Receipt and verification

First computed	2026-07-05T09:39:57.051210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e201239264cce64a17eafadfca2fc0312279e74395163627188bc3a8a093bd3

Aliases

arxiv: 2407.19198 · arxiv_version: 2407.19198v2 · doi: 10.48550/arxiv.2407.19198 · pith_short_12: PYQBEOJGJTHG · pith_short_16: PYQBEOJGJTHGJIL6 · pith_short_8: PYQBEOJG

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/PYQBEOJGJTHGJIL6V6W7ZIX4AM \
  | 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: 7e201239264cce64a17eafadfca2fc0312279e74395163627188bc3a8a093bd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39e0e0893a5dac1255fe968445456a10204bd4f7c803443d3e655ec0dd5c6a2e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-27T07:34:49Z",
    "title_canon_sha256": "e203ad9bed0a4607988cabdea0ac31a61696a17ace1837ecad0c739cc860db2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19198",
    "kind": "arxiv",
    "version": 2
  }
}