Pith Number

pith:OW7KSLWU

pith:2022:OW7KSLWUBNABFCV3L6Q2BNZVUZ

not attested not anchored not stored refs pending

Probe-Based Interventions for Modifying Agent Behavior

Julie Shah, Katia Sycara, Khizer Shahid, Mycal Tucker, Seth Karten, William Kuhl

arxiv:2201.12938 v1 · 2022-01-26 · 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{OW7KSLWUBNABFCV3L6Q2BNZVUZ}

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	2026-07-05T03:52:41.148712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75bea92ed40b40128abb5fa1a0b735a6565e2bdecd63b2fc9503110d990716c8

Aliases

arxiv: 2201.12938 · arxiv_version: 2201.12938v1 · doi: 10.48550/arxiv.2201.12938 · pith_short_12: OW7KSLWUBNAB · pith_short_16: OW7KSLWUBNABFCV3 · pith_short_8: OW7KSLWU

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/OW7KSLWUBNABFCV3L6Q2BNZVUZ \
  | 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: 75bea92ed40b40128abb5fa1a0b735a6565e2bdecd63b2fc9503110d990716c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe01a88d2089204419681e642899f91cb364a16dc5fccd3fcea1317d005c3849",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-26T19:14:00Z",
    "title_canon_sha256": "b6aa85e19b35f8f2549e23ad30dc06a555d5fbc4fd9b9e203ca6a24f46c8f80b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12938",
    "kind": "arxiv",
    "version": 1
  }
}