Pith. sign in
Pith Number

pith:ZWIRCKGB

pith:2026:ZWIRCKGBG6NTY4V3PYKS3RKKH6
not attested not anchored not stored refs pending

Is Per-Agent Policy Composition Safe? Rethinking Successor-Feature Transfer in Cooperative Multi-Agent Reinforcement Learning

Sen Li, Zijian Zhao

arxiv:2608.11658 v1 · 2026-08-12 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZWIRCKGBG6NTY4V3PYKS3RKKH6}

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 2026-08-13T01:27:14.438341Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cd911128c1379b3c72bb7e152dc54a3fbd5ccb05ff6be1d124dd7ccdba8c4a69

Aliases

arxiv: 2608.11658 · arxiv_version: 2608.11658v1 · doi: 10.48550/arxiv.2608.11658 · pith_short_12: ZWIRCKGBG6NT · pith_short_16: ZWIRCKGBG6NTY4V3 · pith_short_8: ZWIRCKGB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZWIRCKGBG6NTY4V3PYKS3RKKH6 \
  | 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: cd911128c1379b3c72bb7e152dc54a3fbd5ccb05ff6be1d124dd7ccdba8c4a69
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2af922ba6ad907797b56b9869c5fbe5bd507eabf2403a719609dadca4dc1cd81",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-12T04:56:52Z",
    "title_canon_sha256": "b78039bb98826321929630f310e8bd840e2d83acd99e6afc82f831a2da1613b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.11658",
    "kind": "arxiv",
    "version": 1
  }
}