Pith. sign in
Pith Number

pith:GX6ME2OB

pith:2025:GX6ME2OBOZ4SRA6X2YZXIVMYM7
not attested not anchored not stored refs pending

A Two-Phase Perspective on Deep Learning Dynamics

Animik Ghosh, Robert de Mello Koch

arxiv:2504.12700 v1 · 2025-04-17 · hep-th · cond-mat.dis-nn · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GX6ME2OBOZ4SRA6X2YZXIVMYM7}

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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.
Receipt and verification
First computed 2026-07-05T11:43:11.190783Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

35fcc269c176792883d7d63374559867c631b4cdb068a1c2bc5d86776585fc7a

Aliases

arxiv: 2504.12700 · arxiv_version: 2504.12700v1 · doi: 10.48550/arxiv.2504.12700 · pith_short_12: GX6ME2OBOZ4S · pith_short_16: GX6ME2OBOZ4SRA6X · pith_short_8: GX6ME2OB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GX6ME2OBOZ4SRA6X2YZXIVMYM7 \
  | 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: 35fcc269c176792883d7d63374559867c631b4cdb068a1c2bc5d86776585fc7a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bf51b2d31229f727e122e9e648fe9911a0ccef50fa588c1cfa0d7f6952969d42",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-th",
    "submitted_at": "2025-04-17T06:57:37Z",
    "title_canon_sha256": "dae2ceda4b5116ff6fae5f38ed4cec1132088de1f835204329ce72b94694a507"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12700",
    "kind": "arxiv",
    "version": 1
  }
}