Pith Number

pith:7HQQ52CG

pith:2021:7HQQ52CGOA6DJAUBGOGPNAKV54

not attested not anchored not stored refs pending

Disturbing Reinforcement Learning Agents with Corrupted Rewards

Fernando Fern\'andez, Javier Garc\'ia, Rub\'en Majadas

arxiv:2102.06587 v1 · 2021-02-12 · 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{7HQQ52CGOA6DJAUBGOGPNAKV54}

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

Provably Efficient Action-Manipulation Attack Against Continuous Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:14:49.634818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9e10ee846703c348281338cf68155ef1bde8cb31371c78f1b631e3ef37c59d0

Aliases

arxiv: 2102.06587 · arxiv_version: 2102.06587v1 · doi: 10.48550/arxiv.2102.06587 · pith_short_12: 7HQQ52CGOA6D · pith_short_16: 7HQQ52CGOA6DJAUB · pith_short_8: 7HQQ52CG

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/7HQQ52CGOA6DJAUBGOGPNAKV54 \
  | 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: f9e10ee846703c348281338cf68155ef1bde8cb31371c78f1b631e3ef37c59d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96a4272cd50fb9329553ed76046d016f0e319809e2151a86df2af5cf5d862559",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-12T15:53:48Z",
    "title_canon_sha256": "bd8673c909de38ec484e7e3878a5a8d971264e4fbb2181c9170d40a0b77ecbcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.06587",
    "kind": "arxiv",
    "version": 1
  }
}