Pith Number

pith:KIEWW3FL

pith:2024:KIEWW3FLSDU3INCTK5LU4JZZN7

not attested not anchored not stored refs pending

DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback

Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal, Zaid Khan

arxiv:2410.06215 v3 · 2024-10-08 · cs.CL · cs.AI · 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{KIEWW3FLSDU3INCTK5LU4JZZN7}

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

EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations

Receipt and verification

First computed	2026-07-05T10:30:24.242573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52096b6cab90e9b4345357574e27396fcb586ad1959fb6425beb2b5d48bd1a9d

Aliases

arxiv: 2410.06215 · arxiv_version: 2410.06215v3 · doi: 10.48550/arxiv.2410.06215 · pith_short_12: KIEWW3FLSDU3 · pith_short_16: KIEWW3FLSDU3INCT · pith_short_8: KIEWW3FL

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/KIEWW3FLSDU3INCTK5LU4JZZN7 \
  | 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: 52096b6cab90e9b4345357574e27396fcb586ad1959fb6425beb2b5d48bd1a9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f57c08dd1e00e43cce3fecd3dae0b31d97c0032edd9486946bc681c3d541626d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-08T17:20:37Z",
    "title_canon_sha256": "e41b991e137457e7c2b6a22b085887dc31d94b307600062da996d2c92872ad5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06215",
    "kind": "arxiv",
    "version": 3
  }
}