Pith Number

pith:T7TVTD72

pith:2023:T7TVTD72VIJ2GDP253MFRGOJSH

not attested not anchored not stored refs pending

Deep PackGen: A Deep Reinforcement Learning Framework for Adversarial Network Packet Generation

Ankit Shah, Diwas Paudel, Jalal Ghadermazi, Nathaniel D. Bastian, Soumyadeep Hore, Tapas K. Das

arxiv:2305.11039 v1 · 2023-05-18 · cs.CR · 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{T7TVTD72VIJ2GDP253MFRGOJSH}

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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

A Review of the Duality of Adversarial Learning in Network Intrusion: Attacks and Countermeasures

Receipt and verification

First computed	2026-07-05T06:11:29.622244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fe7598ffaaa13a30dfaeed85899c991cf4d5a4d04e1fc4825b89ee96a4e0dbe

Aliases

arxiv: 2305.11039 · arxiv_version: 2305.11039v1 · doi: 10.48550/arxiv.2305.11039 · pith_short_12: T7TVTD72VIJ2 · pith_short_16: T7TVTD72VIJ2GDP2 · pith_short_8: T7TVTD72

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/T7TVTD72VIJ2GDP253MFRGOJSH \
  | 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: 9fe7598ffaaa13a30dfaeed85899c991cf4d5a4d04e1fc4825b89ee96a4e0dbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d49ccf819374a2c53853e6b9c4ec65196281d4ecfb13d3879187b5974bc30ee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-05-18T15:32:32Z",
    "title_canon_sha256": "6b52d8a9294eabb63c2522f8a92fd6c44f6bdb91cd1dc77a140c61f564938f4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11039",
    "kind": "arxiv",
    "version": 1
  }
}