Pith Number

pith:LYJ6LMLG

pith:2026:LYJ6LMLGXEV3DHYDPOTUACCFLL

not attested not anchored not stored refs pending

PAWS: Preference Learning with Advantage-Weighted Segments

Aleksandar Taranovic, Ge Li, Gerhard Neumann, Huy Le, Niklas Freymuth, Onur Celik, Rania Rayyes, Serge Thilges, Tai Hoang

arxiv:2606.11982 v1 · 2026-06-10 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LYJ6LMLGXEV3DHYDPOTUACCFLL}

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	2026-06-11T01:10:40.945106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e13e5b166b92bb19f037ba74008455aef8194af9ef07dee64d24020ce7140a3

Aliases

arxiv: 2606.11982 · arxiv_version: 2606.11982v1 · doi: 10.48550/arxiv.2606.11982 · pith_short_12: LYJ6LMLGXEV3 · pith_short_16: LYJ6LMLGXEV3DHYD · pith_short_8: LYJ6LMLG

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/LYJ6LMLGXEV3DHYDPOTUACCFLL \
  | 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: 5e13e5b166b92bb19f037ba74008455aef8194af9ef07dee64d24020ce7140a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ef747065eecb34b0ba5fc52e496a7cb2b208274ba195639dc2389e2baaca723",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T12:00:17Z",
    "title_canon_sha256": "6bdfea58ce104d373e03269c1e4dd20929ef31b396e1afb85ea30515f6571b54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.11982",
    "kind": "arxiv",
    "version": 1
  }
}