Pith Number

pith:LWWNYJJX

pith:2021:LWWNYJJXOS3VHO23ROD63ZP35Q

not attested not anchored not stored refs pending

Constraints Satisfiability Driven Reinforcement Learning for Autonomous Cyber Defense

Ashutosh Dutta, Ehab Al-Shaer, Samrat Chatterjee

arxiv:2104.08994 v1 · 2021-04-19 · cs.CR · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWWNYJJXOS3VHO23ROD63ZP35Q}

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	2026-07-05T02:32:57.566936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dacdc253774b753bb5b8b87ede5fbec1d87d1627d235c607ac549bed48b31f1

Aliases

arxiv: 2104.08994 · arxiv_version: 2104.08994v1 · doi: 10.48550/arxiv.2104.08994 · pith_short_12: LWWNYJJXOS3V · pith_short_16: LWWNYJJXOS3VHO23 · pith_short_8: LWWNYJJX

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/LWWNYJJXOS3VHO23ROD63ZP35Q \
  | 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: 5dacdc253774b753bb5b8b87ede5fbec1d87d1627d235c607ac549bed48b31f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2154f55b57cf1204919ea8db46745ba94b569cee1b9254c3d10772ffa2ed96b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-04-19T01:08:30Z",
    "title_canon_sha256": "408a9a4375d9d39e35a0b6cb826b7d4ffa33459bb2e209d9df613cf937344a04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.08994",
    "kind": "arxiv",
    "version": 1
  }
}