Pith Number

pith:UY6UEHKB

pith:2023:UY6UEHKBKF6YCZ5NW6APFQKMK3

not attested not anchored not stored refs pending

Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability

Claudia Linnhoff-Popien, Fabian Ritz, Jonas N\"u{\ss}lein, Maximilian Zorn, Michael K\"olle, Philipp Altmann, Thomas Gabor, Thomy Phan

arxiv:2301.01649 v6 · 2023-01-04 · 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{UY6UEHKBKF6YCZ5NW6APFQKMK3}

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	2026-07-05T07:28:26.868859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a63d421d41517d8167adb780f2c14c56f4f55285396fc2a61aa0134b277eba3a

Aliases

arxiv: 2301.01649 · arxiv_version: 2301.01649v6 · doi: 10.48550/arxiv.2301.01649 · pith_short_12: UY6UEHKBKF6Y · pith_short_16: UY6UEHKBKF6YCZ5N · pith_short_8: UY6UEHKB

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/UY6UEHKBKF6YCZ5NW6APFQKMK3 \
  | 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: a63d421d41517d8167adb780f2c14c56f4f55285396fc2a61aa0134b277eba3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf20a6d3594120427f067180e2320c3a3c14e891718c1d7fb35f83f8ec4a9a91",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-01-04T14:48:25Z",
    "title_canon_sha256": "54c320eaf1e793d97e02acb1a3b6a75e5810004e0c18086181ec4521653a4b3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.01649",
    "kind": "arxiv",
    "version": 6
  }
}