Pith Number

pith:RCSDKJG7

pith:2025:RCSDKJG7UGFPER6GRXAJULCZHO

not attested not anchored not stored refs pending

Network Dynamics-Based Framework for Understanding Deep Neural Networks

Hong Zhao, Sihan Feng, Yong Zhang, Yuchen Lin

arxiv:2501.02436 v5 · 2025-01-05 · cs.LG · nlin.CD · stat.ML

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\usepackage{pith}
\pithnumber{RCSDKJG7UGFPER6GRXAJULCZHO}

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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

Emergent Slow Thinking in LLMs as Inverse Tree Freezing

Receipt and verification

First computed	2026-07-09T00:19:35.815016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88a43524dfa18af247c68dc09a2c593b929dc22a5fda29a296545ad0e8b6c6d0

Aliases

arxiv: 2501.02436 · arxiv_version: 2501.02436v5 · doi: 10.48550/arxiv.2501.02436 · pith_short_12: RCSDKJG7UGFP · pith_short_16: RCSDKJG7UGFPER6G · pith_short_8: RCSDKJG7

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/RCSDKJG7UGFPER6GRXAJULCZHO \
  | 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: 88a43524dfa18af247c68dc09a2c593b929dc22a5fda29a296545ad0e8b6c6d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e7703f9cdc0929269e896cf7933bf0bd405802a68a891b502c7230a7c2407bd",
    "cross_cats_sorted": [
      "nlin.CD",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-05T04:23:21Z",
    "title_canon_sha256": "be3ab4c439ade40358411ae1dc3439b746ff5594248f37b0ccbed95ff9ea2d22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02436",
    "kind": "arxiv",
    "version": 5
  }
}