Pith Number

pith:NPLNJJLS

pith:2022:NPLNJJLSEF7SXWTUYD54X5ZXFF

not attested not anchored not stored refs pending

In-context Reinforcement Learning with Algorithm Distillation

Angelos Filos, DJ Strouse, Emilio Parisotto, Ethan Brooks, Himanshu Sahni, Junhyuk Oh, Luyu Wang, Maxime Gazeau, Michael Laskin, Richie Steigerwald, Satinder Singh, Stephen Spencer, Steven Hansen, Volodymyr Mnih

arxiv:2210.14215 v1 · 2022-10-25 · 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{NPLNJJLSEF7SXWTUYD54X5ZXFF}

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

15 papers in Pith

Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking

Reinforcement Learning Foundation Models Should Already Be A Thing

Theoretical Grounding of Out-Of-Distribution Detection With Reinforcement Learning Optimizer

Ghost Attractor Networks: Basin-Structured Dynamical Decoders for Closed-Loop Sequential Generation

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Receipt and verification

First computed	2026-07-05T05:10:27.534150Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bd6d4a572217f2bda74c0fbcbf737295077a0a2fa751dfd67be81189995a040

Aliases

arxiv: 2210.14215 · arxiv_version: 2210.14215v1 · doi: 10.48550/arxiv.2210.14215 · pith_short_12: NPLNJJLSEF7S · pith_short_16: NPLNJJLSEF7SXWTU · pith_short_8: NPLNJJLS

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/NPLNJJLSEF7SXWTUYD54X5ZXFF \
  | 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: 6bd6d4a572217f2bda74c0fbcbf737295077a0a2fa751dfd67be81189995a040

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f7f8eb5360a136bb17ae0151205088a38bf1dabc63919bc7153c5aeb76b24fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-25T17:57:49Z",
    "title_canon_sha256": "e8511c400467c7c35dcc8495c9d073da266e30f69e495dc855a0c82b9a5a4ee4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.14215",
    "kind": "arxiv",
    "version": 1
  }
}