Pith Number

pith:TLU4RI5V

pith:2023:TLU4RI5VCNU7D4XMPAK3PJYNER

not attested not anchored not stored refs pending

Enhancing the Hierarchical Environment Design via Generative Trajectory Modeling

Dexun Li, Pradeep Varakantham

arxiv:2310.00301 v2 · 2023-09-30 · cs.LG · 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{TLU4RI5VCNU7D4XMPAK3PJYNER}

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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

An Optimisation Framework for Unsupervised Environment Design

Receipt and verification

First computed	2026-07-05T07:45:29.862662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ae9c8a3b51369f1f2ec7815b7a70d2451ffd2268c159b7cd0083f1c52f96fc0

Aliases

arxiv: 2310.00301 · arxiv_version: 2310.00301v2 · doi: 10.48550/arxiv.2310.00301 · pith_short_12: TLU4RI5VCNU7 · pith_short_16: TLU4RI5VCNU7D4XM · pith_short_8: TLU4RI5V

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/TLU4RI5VCNU7D4XMPAK3PJYNER \
  | 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: 9ae9c8a3b51369f1f2ec7815b7a70d2451ffd2268c159b7cd0083f1c52f96fc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4360062c7305a1b92122b6b4ee760bf1b3381e0273756816e4ea099d14b2fbc5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-30T08:21:32Z",
    "title_canon_sha256": "bd7ce3f6ebceeb969c7549ea045259eb261acbdedfb5bd4bbd9b5a2ac3891357"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00301",
    "kind": "arxiv",
    "version": 2
  }
}