Pith Number

pith:7QGPUZIQ

pith:2026:7QGPUZIQL655MA4JKD53C2HTL2

not attested not anchored not stored refs pending

Learning to Reason by Analogy via Retrieval-Augmented Reinforcement Fine-Tuning

Avinash Atreya, Chun-cheng Jason Chen, Hanjie Chen, Qi Ma, Vicente Ordonez, Xintao Chen, Zilin Xiao

arxiv:2606.13680 v1 · 2026-06-11 · cs.CL · 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{7QGPUZIQL655MA4JKD53C2HTL2}

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	2026-06-12T01:10:23.194535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc0cfa65105fbbd6038950fbb168f35eaff76776116c50c4d573e67b20435491

Aliases

arxiv: 2606.13680 · arxiv_version: 2606.13680v1 · doi: 10.48550/arxiv.2606.13680 · pith_short_12: 7QGPUZIQL655 · pith_short_16: 7QGPUZIQL655MA4J · pith_short_8: 7QGPUZIQ

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/7QGPUZIQL655MA4JKD53C2HTL2 \
  | 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: fc0cfa65105fbbd6038950fbb168f35eaff76776116c50c4d573e67b20435491

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "522ee4f559598ce40637fd405b808ede5334b8ca5e3793271d700297e5853ffe",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-11T17:59:52Z",
    "title_canon_sha256": "944bb0857707ae4dd0d0fc8a8be196ea6380aad69c911e33066a1c17f18f63a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.13680",
    "kind": "arxiv",
    "version": 1
  }
}