Pith Number

pith:SA3UIUGV

pith:2025:SA3UIUGV7RT6INJPZQYLFZ62UP

not attested not anchored not stored refs pending

Improving Environment Novelty Quantification for Effective Unsupervised Environment Design

Jayden Teoh, Pradeep Varakantham, Wenjun Li

arxiv:2502.05726 v1 · 2025-02-08 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SA3UIUGV7RT6INJPZQYLFZ62UP}

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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

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Receipt and verification

First computed	2026-07-05T10:11:42.587906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90374450d5fc67e4352fcc30b2e7daa3c29e25dd51ee55d61db0aece39e57f9f

Aliases

arxiv: 2502.05726 · arxiv_version: 2502.05726v1 · doi: 10.48550/arxiv.2502.05726 · pith_short_12: SA3UIUGV7RT6 · pith_short_16: SA3UIUGV7RT6INJP · pith_short_8: SA3UIUGV

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/SA3UIUGV7RT6INJPZQYLFZ62UP \
  | 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: 90374450d5fc67e4352fcc30b2e7daa3c29e25dd51ee55d61db0aece39e57f9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fef619ef9ca81ff9186943049426dbf4426ad367b08fac7818fb0cca944f46f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-08T23:59:41Z",
    "title_canon_sha256": "c911b591bbe8fcba1d4fba0d97d1523e424043fb804a519ec101a0f31ce97e65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05726",
    "kind": "arxiv",
    "version": 1
  }
}