Pith Number

pith:R2UBDYQV

pith:2016:R2UBDYQVXPHBZJBOHLKT7YMBEL

not attested not anchored not stored refs pending

Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear

Abhishek Kumar, Jianfeng Gao, Kamyar Azizzadenesheli, Li Deng, Lihong Li, Zachary C. Lipton

arxiv:1611.01211 v8 · 2016-11-03 · cs.LG · cs.NE · 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{R2UBDYQVXPHBZJBOHLKT7YMBEL}

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

1 paper in Pith

Generalizing from a few environments in safety-critical reinforcement learning

Receipt and verification

First computed	2026-05-18T00:21:05.113532Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ea811e215bbce1ca42e3ad53fe18122c79577315fc4b9a7c0374b4c049dc802

Aliases

arxiv: 1611.01211 · arxiv_version: 1611.01211v8 · doi: 10.48550/arxiv.1611.01211 · pith_short_12: R2UBDYQVXPHB · pith_short_16: R2UBDYQVXPHBZJBO · pith_short_8: R2UBDYQV

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/R2UBDYQVXPHBZJBOHLKT7YMBEL \
  | 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: 8ea811e215bbce1ca42e3ad53fe18122c79577315fc4b9a7c0374b4c049dc802

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0be0952dc5209fd45393ec9452d80dab69bd5a6b79da6932ac0c4ff5d972d237",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-03T22:30:10Z",
    "title_canon_sha256": "ee030de06c0d85b74483e13735808f14c4638155bab4fde6e9e8bd1764608280"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.01211",
    "kind": "arxiv",
    "version": 8
  }
}