Pith Number

pith:MLTHQ35Y

pith:2024:MLTHQ35YFDPGQ5AE2SVX5YUFW5

not attested not anchored not stored refs pending

Trading Devil RL: Backdoor attack via Stock market, Bayesian Optimization and Reinforcement Learning

Orson Mengara

arxiv:2412.17908 v3 · 2024-12-23 · cs.LG · cs.CE · physics.comp-ph · physics.soc-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MLTHQ35YFDPGQ5AE2SVX5YUFW5}

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.

Receipt and verification

First computed	2026-07-05T10:51:59.611828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62e6786fb828de687404d4ab7ee285b74807d8bc883da67a846bcbc91188d374

Aliases

arxiv: 2412.17908 · arxiv_version: 2412.17908v3 · doi: 10.48550/arxiv.2412.17908 · pith_short_12: MLTHQ35YFDPG · pith_short_16: MLTHQ35YFDPGQ5AE · pith_short_8: MLTHQ35Y

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/MLTHQ35YFDPGQ5AE2SVX5YUFW5 \
  | 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: 62e6786fb828de687404d4ab7ee285b74807d8bc883da67a846bcbc91188d374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe46318232c9e6163cdff4f2bf46cf855cbfc5c83b676f019960141b04bd0327",
    "cross_cats_sorted": [
      "cs.CE",
      "physics.comp-ph",
      "physics.soc-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T19:04:46Z",
    "title_canon_sha256": "742a44c8148b317320f296ef97fc079a6be66e003daa7d82c0d4f7873f3e2f22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17908",
    "kind": "arxiv",
    "version": 3
  }
}