Pith Number

pith:KAFUXR4A

pith:2025:KAFUXR4A2I2D4VVN2GDMZHQJNW

not attested not anchored not stored refs pending

Formalizing Learning from Language Feedback with Provable Guarantees

Adith Swaminathan, Aditya Modi, Allen Nie, Ching-An Cheng, Ruijie Zheng, Wanqiao Xu

arxiv:2506.10341 v2 · 2025-06-12 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KAFUXR4A2I2D4VVN2GDMZHQJNW}

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.

Cited by

1 paper in Pith

Learning from Language Feedback via Variational Policy Distillation

Receipt and verification

First computed	2026-06-09T01:05:07.148466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

500b4bc780d2343e56add186cc9e096d95084e8abbce7c182ac7501f1ecedbfd

Aliases

arxiv: 2506.10341 · arxiv_version: 2506.10341v2 · doi: 10.48550/arxiv.2506.10341 · pith_short_12: KAFUXR4A2I2D · pith_short_16: KAFUXR4A2I2D4VVN · pith_short_8: KAFUXR4A

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/KAFUXR4A2I2D4VVN2GDMZHQJNW \
  | 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: 500b4bc780d2343e56add186cc9e096d95084e8abbce7c182ac7501f1ecedbfd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4107e26d678b39c880178c4abfb9816d052787481783ae1c8bba226d49c8574c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-12T04:35:02Z",
    "title_canon_sha256": "2d35fed922642af0a3900df2a1d4174ccba488d94239df71f38df40e9cc37036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10341",
    "kind": "arxiv",
    "version": 2
  }
}