Pith Number

pith:DO3MJ5XE

pith:2023:DO3MJ5XE7VCMC2ZS4Q6AD5WNEU

not attested not anchored not stored refs pending

Human-Timescale Adaptation in an Open-Ended Task Space

Adaptive Agent Team, Adrian Collister, Alexander Zacherl, Avishkar Bhoopchand, Edward Hughes, Feryal Behbahani, Hannah Openshaw, Jack Parker-Holder, Jakob Bauer, Jakub Sygnowski, Karl Tuyls, Karol Gregor, Kate Baumli, Lei Zhang, Lucy Gonzalez, Maria Loks-Thompson, Michael Chang, Natalie Clay, Nathalie Bradley-Schmieg, Nemanja Rakicevic, Nicolas Perez-Nieves, Sarah York, Satinder Baveja, Sheleem Kashem, Shreya Pathak, Tim Rockt\"aschel, Vibhavari Dasagi, Yannick Schroecker

arxiv:2301.07608 v1 · 2023-01-18 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DO3MJ5XE7VCMC2ZS4Q6AD5WNEU}

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

3 papers in Pith

Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

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

Receipt and verification

First computed	2026-07-05T05:34:11.192339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bb6c4f6e4fd44c16b32e43c01f6cd2533109ceab640fbf617228d230b373574

Aliases

arxiv: 2301.07608 · arxiv_version: 2301.07608v1 · doi: 10.48550/arxiv.2301.07608 · pith_short_12: DO3MJ5XE7VCM · pith_short_16: DO3MJ5XE7VCMC2ZS · pith_short_8: DO3MJ5XE

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/DO3MJ5XE7VCMC2ZS4Q6AD5WNEU \
  | 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: 1bb6c4f6e4fd44c16b32e43c01f6cd2533109ceab640fbf617228d230b373574

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a20ad9c8e20aefffe17f4c989e25f6fec23b860726dfad062221d07865faf4c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-18T15:39:21Z",
    "title_canon_sha256": "1c400262df05a15ca799d800ec4d2300d59b6b5311021187055651b3ac0efcae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07608",
    "kind": "arxiv",
    "version": 1
  }
}