Pith Number

pith:LDOSFEOG

pith:2019:LDOSFEOGVFXXJI5HS57ZRTOYXC

not attested not anchored not stored refs pending

Generalizing from a few environments in safety-critical reinforcement learning

Angelos Filos, Owain Evans, Yarin Gal, Zachary Kenton

arxiv:1907.01475 v1 · 2019-07-02 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LDOSFEOGVFXXJI5HS57ZRTOYXC}

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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

1 paper in Pith

Why Does Agentic Safety Fail to Generalize Across Tasks?

Receipt and verification

First computed	2026-05-17T23:41:40.297328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58dd2291c6a96f74a3a7977f98cdd8b8b6bbf3a5f7a0b8a815d6668fca83005c

Aliases

arxiv: 1907.01475 · arxiv_version: 1907.01475v1 · doi: 10.48550/arxiv.1907.01475 · pith_short_12: LDOSFEOGVFXX · pith_short_16: LDOSFEOGVFXXJI5H · pith_short_8: LDOSFEOG

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/LDOSFEOGVFXXJI5HS57ZRTOYXC \
  | 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: 58dd2291c6a96f74a3a7977f98cdd8b8b6bbf3a5f7a0b8a815d6668fca83005c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44bdf09742f1cd8ca8cc89e0ca8b63007461d6eaa4a6994bcc45e3e50b66180f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-02T16:12:34Z",
    "title_canon_sha256": "59349a745f4160954b0c1e9573b65e6fdf684c109574c151d11ef935425d1576"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.01475",
    "kind": "arxiv",
    "version": 1
  }
}