Pith Number

pith:MGSXNSJL

pith:2023:MGSXNSJLDPBTEBDUL2VHDUYMCR

not attested not anchored not stored refs pending

Adaptive Policy Learning for Offline-to-Online Reinforcement Learning

Dongsheng Li, Han Zheng, Jing Jiang, Pengfei Wei, Xuan Song, Xufang Luo

arxiv:2303.07693 v1 · 2023-03-14 · 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{MGSXNSJLDPBTEBDUL2VHDUYMCR}

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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

Beyond Human Intervention: Algorithmic Collusion through Multi-Agent Learning Strategies

Receipt and verification

First computed	2026-07-05T05:51:09.953690Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61a576c92b1bc33204745eaa71d30c14500a402ba12a56d32dab04a48e0b6919

Aliases

arxiv: 2303.07693 · arxiv_version: 2303.07693v1 · doi: 10.48550/arxiv.2303.07693 · pith_short_12: MGSXNSJLDPBT · pith_short_16: MGSXNSJLDPBTEBDU · pith_short_8: MGSXNSJL

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/MGSXNSJLDPBTEBDUL2VHDUYMCR \
  | 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: 61a576c92b1bc33204745eaa71d30c14500a402ba12a56d32dab04a48e0b6919

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23be7d9fedccecdf24a6d6e000d5c807021065d623a3c32efdfa3a7ee1f7fc7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-14T08:13:21Z",
    "title_canon_sha256": "b7d7a17a40683dce7a248713e2df44ece67bc0eadf487d4d5a1817733a68eaa6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07693",
    "kind": "arxiv",
    "version": 1
  }
}