Pith Number

pith:TOJWELEV

pith:2026:TOJWELEVBHIYERHAHVVEE3MKSK

not attested not anchored not stored refs pending

Consolidating Rewarded Perturbations for LLM Post-Training

Gjergji Kasneci, Shuo Yang, Zheyu Zhang

arxiv:2605.31494 v1 · 2026-05-29 · cs.CL · 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{TOJWELEVBHIYERHAHVVEE3MKSK}

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	2026-06-01T02:04:09.141332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b93622c9509d18244e03d6a426d8a92a89bcfad7e036ce7dcbe80b0ee3133f5

Aliases

arxiv: 2605.31494 · arxiv_version: 2605.31494v1 · doi: 10.48550/arxiv.2605.31494 · pith_short_12: TOJWELEVBHIY · pith_short_16: TOJWELEVBHIYERHA · pith_short_8: TOJWELEV

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/TOJWELEVBHIYERHAHVVEE3MKSK \
  | 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: 9b93622c9509d18244e03d6a426d8a92a89bcfad7e036ce7dcbe80b0ee3133f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c1840b441bf5f5068508a4a72ad62c1321d704d600ab3c97ef9e7068a0b7ead",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-29T16:16:13Z",
    "title_canon_sha256": "f9c4c8fa700269db1600fee614a751da4187f8a81974b5d35a4b2f820968cb34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31494",
    "kind": "arxiv",
    "version": 1
  }
}