Pith Number

pith:2QQHAFEM

pith:2023:2QQHAFEMMFYGQ3OVJB5MOLICMH

not attested not anchored not stored refs pending

The Training Process of Many Deep Networks Explores the Same Low-Dimensional Manifold

Han Kheng Teoh, Itay Griniasty, James P. Sethna, Jialin Mao, Mark K. Transtrum, Pratik Chaudhari, Rahul Ramesh, Rubing Yang

arxiv:2305.01604 v3 · 2023-05-02 · cs.LG · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2QQHAFEMMFYGQ3OVJB5MOLICMH}

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	2026-07-05T08:20:22.513716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d42070148c6170686dd5487ac72d0261c4a22317464af375d21c893abbd637a4

Aliases

arxiv: 2305.01604 · arxiv_version: 2305.01604v3 · doi: 10.48550/arxiv.2305.01604 · pith_short_12: 2QQHAFEMMFYG · pith_short_16: 2QQHAFEMMFYGQ3OV · pith_short_8: 2QQHAFEM

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/2QQHAFEMMFYGQ3OVJB5MOLICMH \
  | 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: d42070148c6170686dd5487ac72d0261c4a22317464af375d21c893abbd637a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1f3a3882ef127699faacc482afeeb59bac91b2b4fe8dd97bdcc69dfb4de98a4",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-02T17:09:07Z",
    "title_canon_sha256": "4bfeb8c8e4fd0af08a4f33dd9628879bc6ce80bcfed46f05eb5c3f00ccc4d16e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.01604",
    "kind": "arxiv",
    "version": 3
  }
}