Pith Number

pith:FE6INEPP

pith:2023:FE6INEPPBWE3XHHSDU2FUS7A4A

not attested not anchored not stored refs pending

Actor-Critic Methods using Physics-Informed Neural Networks: Control of a 1D PDE Model for Fluid-Cooled Battery Packs

Amartya Mukherjee, Jun Liu

arxiv:2305.10952 v1 · 2023-05-18 · cs.LG · math.AP · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FE6INEPPBWE3XHHSDU2FUS7A4A}

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	2026-07-05T06:11:28.571099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

293c8691ef0d89bb9cf21d345a4be0e03af8366efaace6ab91f35caed7ead1d8

Aliases

arxiv: 2305.10952 · arxiv_version: 2305.10952v1 · doi: 10.48550/arxiv.2305.10952 · pith_short_12: FE6INEPPBWE3 · pith_short_16: FE6INEPPBWE3XHHS · pith_short_8: FE6INEPP

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/FE6INEPPBWE3XHHSDU2FUS7A4A \
  | 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: 293c8691ef0d89bb9cf21d345a4be0e03af8366efaace6ab91f35caed7ead1d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5a6f6c89ad4b235178edb535ef3f2e655493915fc577488aa31e99cf792b8d0",
    "cross_cats_sorted": [
      "math.AP",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-18T13:21:38Z",
    "title_canon_sha256": "47d33a239528027d52c616c62744adc785103ca676f7d8c14a503ddac2f99d64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10952",
    "kind": "arxiv",
    "version": 1
  }
}