Pith Number

pith:ZXSERH2O

pith:2025:ZXSERH2OCYDJRBFLPEUE5O3ZXX

not attested not anchored not stored refs pending

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning

Byoung-Tak Zhang, Kibeom Kim, Minsu Lee, Min Whoo Lee, Soo Wung Shin

arxiv:2501.01140 v1 · 2025-01-02 · 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{ZXSERH2OCYDJRBFLPEUE5O3ZXX}

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	2026-07-05T09:56:15.344496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cde4489f4e16069884ab79284ebb79bdfeefa2bb3fd0c9da408f82f566b4187f

Aliases

arxiv: 2501.01140 · arxiv_version: 2501.01140v1 · doi: 10.48550/arxiv.2501.01140 · pith_short_12: ZXSERH2OCYDJ · pith_short_16: ZXSERH2OCYDJRBFL · pith_short_8: ZXSERH2O

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/ZXSERH2OCYDJRBFLPEUE5O3ZXX \
  | 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: cde4489f4e16069884ab79284ebb79bdfeefa2bb3fd0c9da408f82f566b4187f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc1deb5eab568265aa5f7658d4e0ae0246de4faf6bc93d2ddcf59008612f7e78",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-01-02T08:47:12Z",
    "title_canon_sha256": "1568c951f6e0f40bbb79b2f5d8530e5822760cc5c9b591eff8fa4ee04216133b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01140",
    "kind": "arxiv",
    "version": 1
  }
}