Pith Number

pith:EELWG5VN

pith:2025:EELWG5VN4PFIKIKSP6KTOK3GVN

not attested not anchored not stored refs pending

Experience-replay Innovative Dynamics

Julian Barreiro-Gomez, Leonardo Stella, Tuo Zhang

arxiv:2501.12199 v2 · 2025-01-21 · cs.LG · cs.GT · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EELWG5VN4PFIKIKSP6KTOK3GVN}

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

Multi-Head Attention-Based Feature Extractor Integration with Soft Actor-Critic for Porosity Prediction and Process Parameter Optimization in Additive Manufacturing

Receipt and verification

First computed	2026-07-05T10:05:48.397805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21176376ade3ca8521527f95372b66ab7b933a2ccdf782026a179a9eef0aeaed

Aliases

arxiv: 2501.12199 · arxiv_version: 2501.12199v2 · doi: 10.48550/arxiv.2501.12199 · pith_short_12: EELWG5VN4PFI · pith_short_16: EELWG5VN4PFIKIKS · pith_short_8: EELWG5VN

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/EELWG5VN4PFIKIKSP6KTOK3GVN \
  | 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: 21176376ade3ca8521527f95372b66ab7b933a2ccdf782026a179a9eef0aeaed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afa3657a169303216c9b1f905215532f634d819a32e3cf30a0d4d03bb83dbcdb",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T15:10:14Z",
    "title_canon_sha256": "34b45388595bf9259f5631582943f86aaddcb48279c7e8bdf7ffcd5e942c4e25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12199",
    "kind": "arxiv",
    "version": 2
  }
}