Pith Number

pith:UAJCBLCE

pith:2025:UAJCBLCEYFY32JVPKBTRR3E37M

not attested not anchored not stored refs pending

Double Distillation Network for Multi-Agent Reinforcement Learning

Ruoning Zhang, Siying Wang, Wenyu Chen, Yang Zhou, Zhitong Zhao, Zixuan Zhang

arxiv:2502.03125 v1 · 2025-02-05 · cs.MA · 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{UAJCBLCEYFY32JVPKBTRR3E37M}

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	2026-07-05T10:10:00.088132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a01220ac44c171bd26af506718ec9bfb08dc9231be738d8727edcc6c94b40766

Aliases

arxiv: 2502.03125 · arxiv_version: 2502.03125v1 · doi: 10.48550/arxiv.2502.03125 · pith_short_12: UAJCBLCEYFY3 · pith_short_16: UAJCBLCEYFY32JVP · pith_short_8: UAJCBLCE

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/UAJCBLCEYFY32JVPKBTRR3E37M \
  | 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: a01220ac44c171bd26af506718ec9bfb08dc9231be738d8727edcc6c94b40766

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73fc233b9266be8b855ed6454df3cedfd9e43da720921f3402feaf62edb6f607",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-05T12:31:55Z",
    "title_canon_sha256": "fbf3fb6451e09848f46ff67128bf5e72d2d3bdcafb84248d15fdcf4010e68ecd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03125",
    "kind": "arxiv",
    "version": 1
  }
}