Pith Number

pith:3QWAVHKS

pith:2021:3QWAVHKS4AP236O7FM3GFW7OF4

not attested not anchored not stored refs pending

UPDeT: Universal Multi-agent Reinforcement Learning via Policy Decoupling with Transformers

Fengda Zhu, Siyi Hu, Xiaodan Liang, Xiaojun Chang

arxiv:2101.08001 v3 · 2021-01-20 · cs.LG · 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{3QWAVHKS4AP236O7FM3GFW7OF4}

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

2 papers in Pith

HADT: A Heterogeneous Multi-Agent Differential Transformer for Autonomous Earth Observation Satellite Cluster

Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus

Receipt and verification

First computed	2026-07-05T02:13:21.829792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc2c0a9d52e01fadf9df2b3662dbee2f3be450028463c9db5172156ac985cd18

Aliases

arxiv: 2101.08001 · arxiv_version: 2101.08001v3 · doi: 10.48550/arxiv.2101.08001 · pith_short_12: 3QWAVHKS4AP2 · pith_short_16: 3QWAVHKS4AP236O7 · pith_short_8: 3QWAVHKS

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/3QWAVHKS4AP236O7FM3GFW7OF4 \
  | 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: dc2c0a9d52e01fadf9df2b3662dbee2f3be450028463c9db5172156ac985cd18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "883781cf9ea4d264bdad755a3e7ad9694ed27add3f045749045cfa6acdd68a38",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-20T07:24:24Z",
    "title_canon_sha256": "5cd3dd0497863021dfef8dc3be5e96be9a3432c6c3d6d24dab1c636a395b46f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.08001",
    "kind": "arxiv",
    "version": 3
  }
}