Pith Number

pith:NSQFEJ5H

pith:2021:NSQFEJ5HFLR5BPCU3KW3U6VMM6

not attested not anchored not stored refs pending

Cooperative Exploration for Multi-Agent Deep Reinforcement Learning

Alexander G. Schwing, Iou-Jen Liu, Raymond A. Yeh, Unnat Jain

arxiv:2107.11444 v1 · 2021-07-23 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NSQFEJ5HFLR5BPCU3KW3U6VMM6}

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	2026-07-05T03:00:19.392503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ca05227a72ae3d0bc54daadba7aac67aa89a5d09208db3496c29e4fe3fca780

Aliases

arxiv: 2107.11444 · arxiv_version: 2107.11444v1 · doi: 10.48550/arxiv.2107.11444 · pith_short_12: NSQFEJ5HFLR5 · pith_short_16: NSQFEJ5HFLR5BPCU · pith_short_8: NSQFEJ5H

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/NSQFEJ5HFLR5BPCU3KW3U6VMM6 \
  | 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: 6ca05227a72ae3d0bc54daadba7aac67aa89a5d09208db3496c29e4fe3fca780

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bf56d3487b9f15ab59f4a4744072fdd8549720e11f32a458abaca4cf33335db",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-07-23T20:06:32Z",
    "title_canon_sha256": "a09a2644cb601afdba9b1a1e3eab95b987099e412691b6b128e65cbbdd0f579c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11444",
    "kind": "arxiv",
    "version": 1
  }
}