Pith Number

pith:MHQFQCXV

pith:2025:MHQFQCXVDM3ANZGZGMB7WT5BN2

not attested not anchored not stored refs pending

Networked Agents in the Dark: Team Value Learning under Partial Observability

Alberto Sardinha, Francisco S. Melo, Guilherme S. Varela

arxiv:2501.08778 v1 · 2025-01-15 · cs.LG · cs.AI · 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{MHQFQCXVDM3ANZGZGMB7WT5BN2}

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	2026-07-05T10:01:25.913959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61e0580af51b3606e4d93303fb4fa16e9dce2ce71b9edaf0223a793a3e8e91d7

Aliases

arxiv: 2501.08778 · arxiv_version: 2501.08778v1 · doi: 10.48550/arxiv.2501.08778 · pith_short_12: MHQFQCXVDM3A · pith_short_16: MHQFQCXVDM3ANZGZ · pith_short_8: MHQFQCXV

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/MHQFQCXVDM3ANZGZGMB7WT5BN2 \
  | 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: 61e0580af51b3606e4d93303fb4fa16e9dce2ce71b9edaf0223a793a3e8e91d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fe2bdc13affab54b339afbe9376049a35133b7c5a5fe8108315315146a3b5ba",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-15T13:01:32Z",
    "title_canon_sha256": "959a677993438c5dc36c382585cad74b341566b5713fab48e13db9cd827b87f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08778",
    "kind": "arxiv",
    "version": 1
  }
}