Pith Number

pith:PPBWIMT5

pith:2019:PPBWIMT5QVV7FHXXSEEYTN24IG

not attested not anchored not stored refs pending

Characterizing Attacks on Deep Reinforcement Learning

Bo Li, Chaowei Xiao, Dawn Song, Jian Peng, Jinfeng Yi, Mingjie Sun, Mingyan Liu, Shuang Yang, Warren He, Xinlei Pan, Zijiang Yang

arxiv:1907.09470 v3 · 2019-07-21 · cs.LG · cs.AI · 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{PPBWIMT5QVV7FHXXSEEYTN24IG}

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

Efficient Preference Poisoning Attack on Offline RLHF

Receipt and verification

First computed	2026-07-05T03:57:39.018794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bc364327d856bf29ef7910989b75c41a7e0fa1efe107828ea45516ab03110f7

Aliases

arxiv: 1907.09470 · arxiv_version: 1907.09470v3 · doi: 10.48550/arxiv.1907.09470 · pith_short_12: PPBWIMT5QVV7 · pith_short_16: PPBWIMT5QVV7FHXX · pith_short_8: PPBWIMT5

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/PPBWIMT5QVV7FHXXSEEYTN24IG \
  | 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: 7bc364327d856bf29ef7910989b75c41a7e0fa1efe107828ea45516ab03110f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0d66fe11227acc1d9a83db6aae5ea1493e74ea841553e6433ba5f2a445106b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-21T22:00:24Z",
    "title_canon_sha256": "c5e208604a5728f0f792de716ebdd8ca6728f85e5e08940631a60616b41e4aa4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.09470",
    "kind": "arxiv",
    "version": 3
  }
}