Pith Number

pith:NLFBT3HI

pith:2024:NLFBT3HI37VWH2WNAO4QZW7XZ5

not attested not anchored not stored refs pending

Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization

Chao Yu, Donghui Li, Qian Lin, Xiawei Wu, Xuetao Ding, Yile Liang, Zongkai Liu

arxiv:2412.07639 v2 · 2024-12-10 · cs.AI · 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{NLFBT3HI37VWH2WNAO4QZW7XZ5}

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	2026-07-05T09:50:55.249073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6aca19ece8dfeb63eacd03b90cdbf7cf5194a6b147713c4fe0d7b202a4914f3b

Aliases

arxiv: 2412.07639 · arxiv_version: 2412.07639v2 · doi: 10.48550/arxiv.2412.07639 · pith_short_12: NLFBT3HI37VW · pith_short_16: NLFBT3HI37VWH2WN · pith_short_8: NLFBT3HI

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/NLFBT3HI37VWH2WNAO4QZW7XZ5 \
  | 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: 6aca19ece8dfeb63eacd03b90cdbf7cf5194a6b147713c4fe0d7b202a4914f3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48c8cf82a58bdcecb4526ddeb14085720d823bc9a541d1844c858c3dc9d7c271",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-10T16:19:08Z",
    "title_canon_sha256": "60f8df61efec4f5ee4fb7aaa59b8ee396884b540405658ccc6c19a63caee5aa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07639",
    "kind": "arxiv",
    "version": 2
  }
}