Pith Number

pith:2FXATMRK

pith:2022:2FXATMRKERKQV722FCRM3VOYRK

not attested not anchored not stored refs pending

Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning

Anshuka Rangi, Haifeng Xu, Long Tran-Thanh, Massimo Franceschetti

arxiv:2208.13663 v1 · 2022-08-29 · cs.LG · cs.CR · 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{2FXATMRKERKQV722FCRM3VOYRK}

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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

2 papers in Pith

Corruption-robust Offline Multi-agent Reinforcement Learning From Human Feedback

Efficient Preference Poisoning Attack on Offline RLHF

Receipt and verification

First computed	2026-07-05T04:52:19.771812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d16e09b22a24550aff5a28a2cdd5d88aae04013b74f5e60e113761c1673d6d5f

Aliases

arxiv: 2208.13663 · arxiv_version: 2208.13663v1 · doi: 10.48550/arxiv.2208.13663 · pith_short_12: 2FXATMRKERKQ · pith_short_16: 2FXATMRKERKQV722 · pith_short_8: 2FXATMRK

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/2FXATMRKERKQV722FCRM3VOYRK \
  | 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: d16e09b22a24550aff5a28a2cdd5d88aae04013b74f5e60e113761c1673d6d5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "116017ecc49367d38dea6eec3aa2098953669c0e76a38bcca6d26ddff57fd9f5",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-29T15:10:14Z",
    "title_canon_sha256": "87f4002949d20821ad0d0d6f06f6dc24f3608a8c3fee2d83929c4fea61a69349"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.13663",
    "kind": "arxiv",
    "version": 1
  }
}