Pith Number

pith:FRYS3NVJ

pith:2022:FRYS3NVJCVYKHFRRDTPLXIGHSY

not attested not anchored not stored refs pending

Knowing the Past to Predict the Future: Reinforcement Virtual Learning

BingZhang Hu, Haoran Duan, Noura Al Moubayed, Peng Zhang, Shizheng Wang, Yang Long, Yawen Huang, Yefeng Zheng

arxiv:2211.01266 v1 · 2022-11-02 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRYS3NVJCVYKHFRRDTPLXIGHSY}

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	2026-07-05T05:12:45.478270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c712db6a91570a396311cdebba0c7962f09641f2c37c3edef33b5467070bcde

Aliases

arxiv: 2211.01266 · arxiv_version: 2211.01266v1 · doi: 10.48550/arxiv.2211.01266 · pith_short_12: FRYS3NVJCVYK · pith_short_16: FRYS3NVJCVYKHFRR · pith_short_8: FRYS3NVJ

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/FRYS3NVJCVYKHFRRDTPLXIGHSY \
  | 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: 2c712db6a91570a396311cdebba0c7962f09641f2c37c3edef33b5467070bcde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d16615d6c7486aff2b8e6ac466308166244134ddeb9065b0536cc05352d1d2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T16:48:14Z",
    "title_canon_sha256": "4430cbedd5b3479ebe3a8d3987c99ae2001cf3acdd7b606bf1a2bb3b2c1314c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01266",
    "kind": "arxiv",
    "version": 1
  }
}