Pith Number

pith:LJP2EZDO

pith:2023:LJP2EZDOUKAUYCWKGQC23A5ZQH

not attested not anchored not stored refs pending

AMAGO: Scalable In-Context Reinforcement Learning for Adaptive Agents

Jake Grigsby, Linxi Fan, Yuke Zhu

arxiv:2310.09971 v4 · 2023-10-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJP2EZDOUKAUYCWKGQC23A5ZQH}

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

Reinforcement Learning Foundation Models Should Already Be A Thing

Automatic Generation of High-Performance RL Environments

Receipt and verification

First computed	2026-07-05T07:40:02.796999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a5fa2646ea2814c0aca3405ad83b981f46522190f2e294a82eb5684a2caeaf5

Aliases

arxiv: 2310.09971 · arxiv_version: 2310.09971v4 · doi: 10.48550/arxiv.2310.09971 · pith_short_12: LJP2EZDOUKAU · pith_short_16: LJP2EZDOUKAUYCWK · pith_short_8: LJP2EZDO

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/LJP2EZDOUKAUYCWKGQC23A5ZQH \
  | 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: 5a5fa2646ea2814c0aca3405ad83b981f46522190f2e294a82eb5684a2caeaf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1d97eeb62fbb564eaa81ec590ec6979d03805ec50127f19e9c1f07b76e41e5a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-15T22:20:39Z",
    "title_canon_sha256": "10d8c5311b08b907ae445a306e6bd68357043d0d045ce164f5a662fead920462"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09971",
    "kind": "arxiv",
    "version": 4
  }
}