Pith Number

pith:SYN2ROAN

pith:2023:SYN2ROAN4MTK6IFIG7OXASZZCH

not attested not anchored not stored refs pending

Towards Hyperparameter-Agnostic DNN Training via Dynamical System Insights

Aayushya Agarwal, Bruno Sinopoli, Carmel Fiscko, Larry Pileggi, Soummya Kar, Yihan Ruan

arxiv:2310.13901 v1 · 2023-10-21 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SYN2ROAN4MTK6IFIG7OXASZZCH}

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

Learning by solving differential equations

Receipt and verification

First computed	2026-07-05T07:03:36.672186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

961ba8b80de326af20a837dd704b3911e0a9d5b0d63ff0145709c30b61417a41

Aliases

arxiv: 2310.13901 · arxiv_version: 2310.13901v1 · doi: 10.48550/arxiv.2310.13901 · pith_short_12: SYN2ROAN4MTK · pith_short_16: SYN2ROAN4MTK6IFI · pith_short_8: SYN2ROAN

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/SYN2ROAN4MTK6IFIG7OXASZZCH \
  | 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: 961ba8b80de326af20a837dd704b3911e0a9d5b0d63ff0145709c30b61417a41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40345859e75ec20ba203e9d6ea45347b457c492c1d8c40a47df86602472006a9",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-21T03:45:13Z",
    "title_canon_sha256": "02438534c82bd37bb5aeda487140ea7254b910a93e4efcd41033f6233ad9d44f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13901",
    "kind": "arxiv",
    "version": 1
  }
}