Pith Number

pith:BYGBCNFB

pith:2017:BYGBCNFB4JII7TL2RL5VMD47BY

not attested not anchored not stored refs pending

Agent-Agnostic Human-in-the-Loop Reinforcement Learning

Andreas Stuhlm\"uller, David Abel, John Salvatier, Owain Evans

arxiv:1701.04079 v1 · 2017-01-15 · 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{BYGBCNFB4JII7TL2RL5VMD47BY}

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

Bounded Autonomy for Enterprise AI: Typed Action Contracts and Consumer-Side Execution

Receipt and verification

First computed	2026-05-18T00:52:47.904348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e0c1134a1e2508fcd7a8afb560f9f0e3775154ec51c4a5fc49339fc3ea21f17

Aliases

arxiv: 1701.04079 · arxiv_version: 1701.04079v1 · doi: 10.48550/arxiv.1701.04079 · pith_short_12: BYGBCNFB4JII · pith_short_16: BYGBCNFB4JII7TL2 · pith_short_8: BYGBCNFB

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/BYGBCNFB4JII7TL2RL5VMD47BY \
  | 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: 0e0c1134a1e2508fcd7a8afb560f9f0e3775154ec51c4a5fc49339fc3ea21f17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fcc84b5f5fec88a85045816fbd7eb66f954616e58e48131052d9ca564fdbb1d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-01-15T17:14:40Z",
    "title_canon_sha256": "ec2668c119b1c48653ae1124e7e6498f8738cb192bedf3ec6a41a30835fb9619"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1701.04079",
    "kind": "arxiv",
    "version": 1
  }
}