Pith Number

pith:C7QJ7UVP

pith:2026:C7QJ7UVPTFDJW4JE5WWXR6BRVE

not attested not anchored not stored refs pending

Distilling Knowledge from Large Language Models into Lightweight Reinforcement Learning Agents for Autonomous Cyber Operations

Adrian Taylor, Fran\c{c}ois Rivest, Konur Tholl, Mariam El Mezouar, Ranwa Al Mallah

arxiv:2607.28826 v1 · 2026-07-30 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C7QJ7UVPTFDJW4JE5WWXR6BRVE}

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	2026-08-03T01:16:53.745544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17e09fd2af99469b7124edad78f831a928143b72280bf1022bd952f1dc145b16

Aliases

arxiv: 2607.28826 · arxiv_version: 2607.28826v1 · doi: 10.48550/arxiv.2607.28826 · pith_short_12: C7QJ7UVPTFDJ · pith_short_16: C7QJ7UVPTFDJW4JE · pith_short_8: C7QJ7UVP

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/C7QJ7UVPTFDJW4JE5WWXR6BRVE \
  | 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: 17e09fd2af99469b7124edad78f831a928143b72280bf1022bd952f1dc145b16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bedce908e84507fffafb809acf085410acf1e1f7f3a3389e95fdb171431ad05c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-30T20:28:02Z",
    "title_canon_sha256": "6e246db40f2df5ab5564afab342e72b48cf133c4a9c79a509800f61a52a2f04b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.28826",
    "kind": "arxiv",
    "version": 1
  }
}