Pith Number

pith:YPNOPOV5

pith:2022:YPNOPOV5ZNS4PHGCPMNM4SA2J5

not attested not anchored not stored refs pending

Offline Reinforcement Learning for Human-Guided Human-Machine Interaction with Private Information

Lan Wang, Zhaoran Wang, Zhengling Qi, Zhuoran Yang, Zuyue Fu

arxiv:2212.12167 v1 · 2022-12-23 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YPNOPOV5ZNS4PHGCPMNM4SA2J5}

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	2026-07-05T05:27:52.582966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3dae7babdcb65c79cc27b1ace481a4f536d7b0267dadad95db89e413c38380c

Aliases

arxiv: 2212.12167 · arxiv_version: 2212.12167v1 · doi: 10.48550/arxiv.2212.12167 · pith_short_12: YPNOPOV5ZNS4 · pith_short_16: YPNOPOV5ZNS4PHGC · pith_short_8: YPNOPOV5

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/YPNOPOV5ZNS4PHGCPMNM4SA2J5 \
  | 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: c3dae7babdcb65c79cc27b1ace481a4f536d7b0267dadad95db89e413c38380c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be34720e55def66e33fa7f8df1eb62fbf340dea40ea0878d9c447e3701f42169",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-23T06:26:44Z",
    "title_canon_sha256": "af59c634973959d5b59e8c0b2c52bdfd013b771792b3b93fb1f345d8e42fd1cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12167",
    "kind": "arxiv",
    "version": 1
  }
}