Pith. sign in
Pith Number

pith:FRZ67KVK

pith:2021:FRZ67KVKSSP2ULPFOCRMSZOOYP
not attested not anchored not stored refs pending

Deep Reinforcement Agent for Scheduling in HPC

Michael E. Papka, Paul Rich, Taylor Childers, William Allcock, Yuping Fan, Zhiling Lan

arxiv:2102.06243 v2 · 2021-02-11 · cs.DC · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FRZ67KVKSSP2ULPFOCRMSZOOYP}

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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 2026-07-05T02:33:28.761862Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c73efaaaa949faa2de570a2c965cec3cec743b78c6f4d86747e54323f903fc9

Aliases

arxiv: 2102.06243 · arxiv_version: 2102.06243v2 · doi: 10.48550/arxiv.2102.06243 · pith_short_12: FRZ67KVKSSP2 · pith_short_16: FRZ67KVKSSP2ULPF · pith_short_8: FRZ67KVK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FRZ67KVKSSP2ULPFOCRMSZOOYP \
  | 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: 2c73efaaaa949faa2de570a2c965cec3cec743b78c6f4d86747e54323f903fc9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "33d551dacbb898bfc548ba17ea92e1064fddf5eb79400ebece5905bc7c4e3b86",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-02-11T20:08:38Z",
    "title_canon_sha256": "307bbce42fbe6455298d8117783d623b840c5fc1c287e52c416f691b95e7a379"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.06243",
    "kind": "arxiv",
    "version": 2
  }
}