Pith Number

pith:7I33JNVF

pith:2021:7I33JNVFZ2ZWP7M4KN63243KZM

not attested not anchored not stored refs pending

Shaking the foundations: delusions in sequence models for interaction and control

Bilal Piot, Corentin Tallec, Emilio Parisotto, Gr\'egoire Del\'etang, Joel Veness, Jonas Buchli, Jonas Degrave, Jordi Grau-Moya, Julien Perolat, Marcus Hutter, Markus Kunesch, Nando de Freitas, Pedro A. Ortega, Scott Reed, Shane Legg, Tim Genewein, Tom Erez, Tom Everitt, Yutian Chen

arxiv:2110.10819 v1 · 2021-10-20 · 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{7I33JNVFZ2ZWP7M4KN63243KZM}

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

5 papers in Pith

Safety from Honesty in a Disinterested AI Predictor

GPT-NeoX-20B: An Open-Source Autoregressive Language Model

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

A Generalist Agent

Language Models (Mostly) Know What They Know

Receipt and verification

First computed	2026-07-05T03:24:32.944713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa37b4b6a5ceb367fd9c537dbd736acb12aa1ec39c0984950bc0263b39519a6d

Aliases

arxiv: 2110.10819 · arxiv_version: 2110.10819v1 · doi: 10.48550/arxiv.2110.10819 · pith_short_12: 7I33JNVFZ2ZW · pith_short_16: 7I33JNVFZ2ZWP7M4 · pith_short_8: 7I33JNVF

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/7I33JNVFZ2ZWP7M4KN63243KZM \
  | 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: fa37b4b6a5ceb367fd9c537dbd736acb12aa1ec39c0984950bc0263b39519a6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76549ab4e0de47e4bbc15536d957ec577d5e3b26d375b5a53404e9b35a136363",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-20T23:31:05Z",
    "title_canon_sha256": "726e74079b93f2a13b89f261f5d7f2222cf51fdc1eeee5757418c334e4152349"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10819",
    "kind": "arxiv",
    "version": 1
  }
}