Pith Number

pith:PHHZ3Y46

pith:2023:PHHZ3Y46FT7ZSTA5CJSN65CDKB

not attested not anchored not stored refs pending

A Safe Preference Learning Approach for Personalization with Applications to Autonomous Vehicles

Andrew Best, Jonathan DeCastro, Necmiye Ozay, Nikos Arechiga, Ruya Karagulle

arxiv:2311.02099 v4 · 2023-10-30 · 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{PHHZ3Y46FT7ZSTA5CJSN65CDKB}

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	2026-07-05T09:25:35.591718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79cf9de39e2cff994c1d1264df7443504e35e514f9e6e2d694f5d1eb3a7dc2c0

Aliases

arxiv: 2311.02099 · arxiv_version: 2311.02099v4 · doi: 10.48550/arxiv.2311.02099 · pith_short_12: PHHZ3Y46FT7Z · pith_short_16: PHHZ3Y46FT7ZSTA5 · pith_short_8: PHHZ3Y46

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/PHHZ3Y46FT7ZSTA5CJSN65CDKB \
  | 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: 79cf9de39e2cff994c1d1264df7443504e35e514f9e6e2d694f5d1eb3a7dc2c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9565c25c57ac55cc544266c08198204630ff89263bd9619a77b5585effb0f334",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-30T21:52:37Z",
    "title_canon_sha256": "278c546439030bd43ed4375d0af15b9641403a7ac466dc9743880f78d6f93174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02099",
    "kind": "arxiv",
    "version": 4
  }
}