Pith Number

pith:KIV3ZKOV

pith:2025:KIV3ZKOVDE2I335UMVIIOU4YYY

not attested not anchored not stored refs pending

Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation

Bin Yang, Chenjuan Guo, Sicong Liu, Yang Shu

arxiv:2503.21200 v1 · 2025-03-27 · cs.LG · cs.AI · 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{KIV3ZKOVDE2I335UMVIIOU4YYY}

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

Task Decomposition-Guided Reranking for Adaptive Agent Skill Retrieval

Receipt and verification

First computed	2026-07-05T10:41:02.018166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

522bbca9d519348defb46550875398c627b0b44541135d46591c355330880f16

Aliases

arxiv: 2503.21200 · arxiv_version: 2503.21200v1 · doi: 10.48550/arxiv.2503.21200 · pith_short_12: KIV3ZKOVDE2I · pith_short_16: KIV3ZKOVDE2I335U · pith_short_8: KIV3ZKOV

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/KIV3ZKOVDE2I335UMVIIOU4YYY \
  | 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: 522bbca9d519348defb46550875398c627b0b44541135d46591c355330880f16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d59b6c89aca256f67f48a35c3ea0a4fda31a3d6bf821e7427eeef38b27da172",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-27T06:35:59Z",
    "title_canon_sha256": "47ce8eccad164b631f5aa1330058f29a980ba11a947c0fb56fd988e7ec86e7b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21200",
    "kind": "arxiv",
    "version": 1
  }
}