Pith Number

pith:IGLTH2OT

pith:2022:IGLTH2OTLOSBY6UZ52T5RMPIB4

not attested not anchored not stored refs pending

Contextual Transformer for Offline Meta Reinforcement Learning

Haifeng Zhang, Jun Wang, Runji Lin, Xian Hong Wu Fung, Xidong Feng, Yali Du, Yaodong Yang, Ye Li, Zhaowei Zhang

arxiv:2211.08016 v1 · 2022-11-15 · 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{IGLTH2OTLOSBY6UZ52T5RMPIB4}

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

Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus

Receipt and verification

First computed	2026-07-05T05:16:08.926740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

419733e9d35ba41c7a99eea7d8b1e80f289e021665e2bb0bac760d9311ae82d2

Aliases

arxiv: 2211.08016 · arxiv_version: 2211.08016v1 · doi: 10.48550/arxiv.2211.08016 · pith_short_12: IGLTH2OTLOSB · pith_short_16: IGLTH2OTLOSBY6UZ · pith_short_8: IGLTH2OT

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/IGLTH2OTLOSBY6UZ52T5RMPIB4 \
  | 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: 419733e9d35ba41c7a99eea7d8b1e80f289e021665e2bb0bac760d9311ae82d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e3b7411a664033e0866471504e87f5b89015e6f5b6bcede56da0331c1e0abba",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T10:00:14Z",
    "title_canon_sha256": "71ccff25d7591b156691e73b8a7f4e719f4f1cb1e80e1b35921b53069651fcd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.08016",
    "kind": "arxiv",
    "version": 1
  }
}