Pith Number

pith:TQW44KOY

pith:2023:TQW44KOYG2ZW6XYSJ2MR5GLU2F

not attested not anchored not stored refs pending

Cross-Episodic Curriculum for Transformer Agents

Jake Grigsby, Linxi "Jim" Fan, Lucy Xiaoyang Shi, Yuke Zhu, Yunfan Jiang

arxiv:2310.08549 v1 · 2023-10-12 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TQW44KOYG2ZW6XYSJ2MR5GLU2F}

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

One for All: A Non-Linear Transformer can Enable Cross-Domain Generalization for In-Context Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:00:17.075751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c2dce29d836b36f5f124e991e9974d15bfb507aa83667914100ffdb0b1bd017

Aliases

arxiv: 2310.08549 · arxiv_version: 2310.08549v1 · doi: 10.48550/arxiv.2310.08549 · pith_short_12: TQW44KOYG2ZW · pith_short_16: TQW44KOYG2ZW6XYS · pith_short_8: TQW44KOY

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/TQW44KOYG2ZW6XYSJ2MR5GLU2F \
  | 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: 9c2dce29d836b36f5f124e991e9974d15bfb507aa83667914100ffdb0b1bd017

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7fdeed02f664d3f755594cc0eb76393a0d590c680193241c9d3576f45113d70",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T17:45:05Z",
    "title_canon_sha256": "06374f1f7a35dfc7b4f12198da40d77853436d6a162fea0a67a5cac0cb5bf284"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08549",
    "kind": "arxiv",
    "version": 1
  }
}