Pith Number

pith:4FUWRBVN

pith:2020:4FUWRBVNAPUROW3Q4SVKMJPZOF

not attested not anchored not stored refs pending

Parallel Knowledge Transfer in Multi-Agent Reinforcement Learning

Bangwei Li, Yongyuan Liang

arxiv:2003.13085 v1 · 2020-03-29 · cs.AI · cs.LG · 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{4FUWRBVNAPUROW3Q4SVKMJPZOF}

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.

Cited by

1 paper in Pith

Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:51:44.888437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1696886ad03e9175b70e4aaa625f971711103d707850476101a399d73c86082

Aliases

arxiv: 2003.13085 · arxiv_version: 2003.13085v1 · doi: 10.48550/arxiv.2003.13085 · pith_short_12: 4FUWRBVNAPUR · pith_short_16: 4FUWRBVNAPUROW3Q · pith_short_8: 4FUWRBVN

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/4FUWRBVNAPUROW3Q4SVKMJPZOF \
  | 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: e1696886ad03e9175b70e4aaa625f971711103d707850476101a399d73c86082

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0191e8dfb6d32ea50d22065a0dc1866ecfcff4979081e7e7a34030e1a021d720",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-03-29T17:42:00Z",
    "title_canon_sha256": "59752c6c165e54b08245b044151e0de5357760265a2b694821befbb7ed8ac90b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.13085",
    "kind": "arxiv",
    "version": 1
  }
}