Pith Number

pith:O5RW6NP3

pith:2026:O5RW6NP3AHNUTUPXLBDO56PZFI

not attested not anchored not stored refs pending

From Drift to Coherence: Stabilizing Beliefs in LLMs

Edwin Fong, Hyungi Lee, Juho Lee, Seungyoo Lee, SongEun Kim

arxiv:2606.17832 v2 · 2026-06-16 · 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{O5RW6NP3AHNUTUPXLBDO56PZFI}

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	2026-06-19T16:12:57.301490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77636f35fb01db49d1f75846eef9f92a06aff8e4859d9be5e180b7b0dbf4b091

Aliases

arxiv: 2606.17832 · arxiv_version: 2606.17832v2 · doi: 10.48550/arxiv.2606.17832 · pith_short_12: O5RW6NP3AHNU · pith_short_16: O5RW6NP3AHNUTUPX · pith_short_8: O5RW6NP3

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/O5RW6NP3AHNUTUPXLBDO56PZFI \
  | 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: 77636f35fb01db49d1f75846eef9f92a06aff8e4859d9be5e180b7b0dbf4b091

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0a7330ca3d4c380c02c2c85857eb246c3b6d1aced4208cb0eea59fed12aaca4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-16T12:01:26Z",
    "title_canon_sha256": "4bea0fa36f8b1ce2ce0a3053f9c47724688ca3b1d50af419b969043ff7ee3bd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.17832",
    "kind": "arxiv",
    "version": 2
  }
}