Pith Number

pith:55ZBTXE2

pith:2024:55ZBTXE2IURUDNNM5XTI2FIRU3

not attested not anchored not stored refs pending

Tacit Learning with Adaptive Information Selection for Cooperative Multi-Agent Reinforcement Learning

Lunjun Liu, Weilai Jiang, Yaonan Wang

arxiv:2412.15639 v2 · 2024-12-20 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{55ZBTXE2IURUDNNM5XTI2FIRU3}

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	2026-07-05T09:53:47.326282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef7219dc9a452341b5acede68d1511a6da338d384816e9fe583036ccae45d349

Aliases

arxiv: 2412.15639 · arxiv_version: 2412.15639v2 · doi: 10.48550/arxiv.2412.15639 · pith_short_12: 55ZBTXE2IURU · pith_short_16: 55ZBTXE2IURUDNNM · pith_short_8: 55ZBTXE2

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/55ZBTXE2IURUDNNM5XTI2FIRU3 \
  | 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: ef7219dc9a452341b5acede68d1511a6da338d384816e9fe583036ccae45d349

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95c1923d0e4e47209b5a983b9cae2493a7dcd192d05a3ad9e2c44747ebe3e923",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-20T07:55:59Z",
    "title_canon_sha256": "ebbc29f1dcba118e1559be4821748290a4e00513eef968d574c96c3c85811b0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15639",
    "kind": "arxiv",
    "version": 2
  }
}