Pith Number

pith:4YCTXJTA

pith:2024:4YCTXJTAPV6EJDXEOQH7RH73EZ

not attested not anchored not stored refs pending

Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning

Jiafei Lyu, Jian Tao, Kai Yang, Yangkun Chen

arxiv:2412.15517 v1 · 2024-12-20 · 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{4YCTXJTAPV6EJDXEOQH7RH73EZ}

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	2026-07-05T09:52:24.594168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6053ba6607d7c448ee4740ff89ffb267c65b3e3b9a77303a8a631c70b270ac4

Aliases

arxiv: 2412.15517 · arxiv_version: 2412.15517v1 · doi: 10.48550/arxiv.2412.15517 · pith_short_12: 4YCTXJTAPV6E · pith_short_16: 4YCTXJTAPV6EJDXE · pith_short_8: 4YCTXJTA

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/4YCTXJTAPV6EJDXEOQH7RH73EZ \
  | 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: e6053ba6607d7c448ee4740ff89ffb267c65b3e3b9a77303a8a631c70b270ac4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "794505920c219dc4586f62cb6f43e9367ae9b0c4ae3aa9f3b4a28bb91f4aec5e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T03:09:18Z",
    "title_canon_sha256": "ffe63a7209fe3fdb8440a499ae10063bfb36e6af8efd1bb393be9e085746c753"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15517",
    "kind": "arxiv",
    "version": 1
  }
}