Pith Number

pith:GMXDK37A

pith:2024:GMXDK37AWBZDGRE75TENHB7FAQ

not attested not anchored not stored refs pending

Hierarchical Transformers are Efficient Meta-Reinforcement Learners

Andr\'e Biedenkapp, Gresa Shala, Josif Grabocka

arxiv:2402.06402 v1 · 2024-02-09 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{GMXDK37AWBZDGRE75TENHB7FAQ}

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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

2 papers in Pith

Self-Improving Skill Learning for Robust Skill-based Meta-Reinforcement Learning

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Receipt and verification

First computed	2026-07-05T07:43:23.737754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

332e356fe0b07233449fecc8d387e5042b833753e84c3de51719ddd9b744adae

Aliases

arxiv: 2402.06402 · arxiv_version: 2402.06402v1 · doi: 10.48550/arxiv.2402.06402 · pith_short_12: GMXDK37AWBZD · pith_short_16: GMXDK37AWBZDGRE7 · pith_short_8: GMXDK37A

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/GMXDK37AWBZDGRE75TENHB7FAQ \
  | 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: 332e356fe0b07233449fecc8d387e5042b833753e84c3de51719ddd9b744adae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d047492160e8c8ca797d2680128ce4ef3d2ebc3b44bae13591332213dbd8e41",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-09T13:40:11Z",
    "title_canon_sha256": "5d2d1f7907d639651dd29c323e92bc2eb4241d4a07cfb57dc0ed3d9906b16b29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06402",
    "kind": "arxiv",
    "version": 1
  }
}