Pith Number

pith:MJAC5SGJ

pith:2025:MJAC5SGJOL6FVX5X7LJXN5ZKPA

not attested not anchored not stored refs pending

Bidirectional Distillation: A Mixed-Play Framework for Multi-Agent Generalizable Behaviors

De Ma, Dong Xing, Gang Pan, Jiahao Lin, Lang Feng, Li Zhang

arxiv:2505.11100 v1 · 2025-05-16 · cs.LG · 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{MJAC5SGJOL6FVX5X7LJXN5ZKPA}

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	2026-07-05T11:04:10.784196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62402ec8c972fc5adfb7fad376f72a783bf6a308a7afff32d43cfdd1067c44b4

Aliases

arxiv: 2505.11100 · arxiv_version: 2505.11100v1 · doi: 10.48550/arxiv.2505.11100 · pith_short_12: MJAC5SGJOL6F · pith_short_16: MJAC5SGJOL6FVX5X · pith_short_8: MJAC5SGJ

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/MJAC5SGJOL6FVX5X7LJXN5ZKPA \
  | 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: 62402ec8c972fc5adfb7fad376f72a783bf6a308a7afff32d43cfdd1067c44b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2a7e5beab2831864ad097fe42b1acb7f3b6ab337f82c53ffd4c2383795ed6c6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T10:31:10Z",
    "title_canon_sha256": "5925b5c33f8483d507f4b5d1670f9ad78f976d577ec9dd21a67489a39a0cf037"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11100",
    "kind": "arxiv",
    "version": 1
  }
}