Pith Number

pith:BEDA2CKM

pith:2020:BEDA2CKMJPYNP3Z5WBAMM4EAYS

not attested not anchored not stored refs pending

Differential Advising in Multi-Agent Reinforcement Learning

Dayong Ye, Philip S. Yu, Tianqing Zhu, Wanlei Zhou, Zishuo Cheng

arxiv:2011.03640 v1 · 2020-11-07 · 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{BEDA2CKMJPYNP3Z5WBAMM4EAYS}

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	2026-07-05T01:49:57.932300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09060d094c4bf0d7ef3db040c67080c48f551f55393bcde20c96c3b13ec3c845

Aliases

arxiv: 2011.03640 · arxiv_version: 2011.03640v1 · doi: 10.48550/arxiv.2011.03640 · pith_short_12: BEDA2CKMJPYN · pith_short_16: BEDA2CKMJPYNP3Z5 · pith_short_8: BEDA2CKM

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/BEDA2CKMJPYNP3Z5WBAMM4EAYS \
  | 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: 09060d094c4bf0d7ef3db040c67080c48f551f55393bcde20c96c3b13ec3c845

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9e53ce9eb80755bc8c3aeea80cf74d884255e953929912c0ab6dc66433c414a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-11-07T00:04:25Z",
    "title_canon_sha256": "b5eeedc4b3dcef725d267d8ef75cc1b44594e8745c7b27611db72e2e3958a067"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.03640",
    "kind": "arxiv",
    "version": 1
  }
}