Pith Number

pith:LGKI3PIK

pith:2024:LGKI3PIK2IDOIKDHJENQBKPJNQ

not attested not anchored not stored refs pending

Discovery of False Data Injection Schemes on Frequency Controllers with Reinforcement Learning

Abhijeet Sahu, Malik Hassanaly, Romesh Prasad, Xiangyu Zhang

arxiv:2408.16958 v1 · 2024-08-30 · 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{LGKI3PIK2IDOIKDHJENQBKPJNQ}

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	2026-07-05T09:01:08.779542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59948dbd0ad206e42867491b00a9e96c24d6b0825467f4b48024668ad59cf0ed

Aliases

arxiv: 2408.16958 · arxiv_version: 2408.16958v1 · doi: 10.48550/arxiv.2408.16958 · pith_short_12: LGKI3PIK2IDO · pith_short_16: LGKI3PIK2IDOIKDH · pith_short_8: LGKI3PIK

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/LGKI3PIK2IDOIKDHJENQBKPJNQ \
  | 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: 59948dbd0ad206e42867491b00a9e96c24d6b0825467f4b48024668ad59cf0ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14de96cac9869165c41eab22ab8cdb07029dda945599e264f1c87c252465120f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-30T01:09:32Z",
    "title_canon_sha256": "56be59b1e71314782e7ac4ae66b6ff2ef76dc7fda7f4bbcf904c737301a13f68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16958",
    "kind": "arxiv",
    "version": 1
  }
}