Pith Number

pith:UAGSDGML

pith:2025:UAGSDGML475SUQJBLLEEGXMHHT

not attested not anchored not stored refs pending

Multi-Task Multi-Agent Reinforcement Learning via Skill Graphs

Donglin Wang, Guobin Zhu, Hongyin Zhang, Rui Zhou, Shiyu Zhao, Wenkang Ji

arxiv:2507.06690 v1 · 2025-07-09 · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UAGSDGML475SUQJBLLEEGXMHHT}

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	2026-07-05T11:34:21.366510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a00d21998be7fb2a41215ac8435d873ccd1948d6cbb4aa31255c6f9f4ed2e253

Aliases

arxiv: 2507.06690 · arxiv_version: 2507.06690v1 · doi: 10.48550/arxiv.2507.06690 · pith_short_12: UAGSDGML475S · pith_short_16: UAGSDGML475SUQJB · pith_short_8: UAGSDGML

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/UAGSDGML475SUQJBLLEEGXMHHT \
  | 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: a00d21998be7fb2a41215ac8435d873ccd1948d6cbb4aa31255c6f9f4ed2e253

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73d080f8304ff4e5eaaee1d2c43a017a789ce5c369051d697b73f496f4ea557b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-07-09T09:34:41Z",
    "title_canon_sha256": "31eaa4643d656215d2eba71cce6fa096f297cce558045b8a1c2c6fd96fcabd35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06690",
    "kind": "arxiv",
    "version": 1
  }
}