Pith Number

pith:AKG6HPLP

pith:2015:AKG6HPLPOBMO6K6XEE3SPLKHRA

not attested not anchored not stored refs pending

Multi-agent Reinforcement Learning with Sparse Interactions by Negotiation and Knowledge Transfer

Chunlin Chen, Luowei Zhou, Pei Yang, Yang Gao

arxiv:1508.05328 v2 · 2015-08-21 · cs.MA · 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{AKG6HPLPOBMO6K6XEE3SPLKHRA}

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	2026-05-18T01:17:59.753074Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

028de3bd6f7058ef2bd7213727ad4788369aa9fdbec92f0078096ce01cae82a6

Aliases

arxiv: 1508.05328 · arxiv_version: 1508.05328v2 · doi: 10.48550/arxiv.1508.05328 · pith_short_12: AKG6HPLPOBMO · pith_short_16: AKG6HPLPOBMO6K6X · pith_short_8: AKG6HPLP

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/AKG6HPLPOBMO6K6XEE3SPLKHRA \
  | 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: 028de3bd6f7058ef2bd7213727ad4788369aa9fdbec92f0078096ce01cae82a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9de360c5123ea1c184c6b0fe38997ee275a8588ef0c72e76b5128da1a5793b50",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2015-08-21T16:30:25Z",
    "title_canon_sha256": "68afda38950cd2716ccf1836de632149f475f7bcb22e01ef5fc77c8b0f7bb0e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1508.05328",
    "kind": "arxiv",
    "version": 2
  }
}