Pith Number

pith:J7GR5TV6

pith:2025:J7GR5TV6ONUPPBAZGGSOQJK2OL

not attested not anchored not stored refs pending

REFN: A Reinforcement-Learning-From-Network Framework against 1-day/n-day Exploitations

Fudu Xing, Kailong Wang, Lihong Liu, Tianlong Yu, Yang Yang, Ziyi Zhou

arxiv:2508.10701 v1 · 2025-08-14 · 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{J7GR5TV6ONUPPBAZGGSOQJK2OL}

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	2026-07-05T11:54:01.075847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fcd1ecebe7368f7841931a4e8255a72d241febc0889251cacbd833805dcac80

Aliases

arxiv: 2508.10701 · arxiv_version: 2508.10701v1 · doi: 10.48550/arxiv.2508.10701 · pith_short_12: J7GR5TV6ONUP · pith_short_16: J7GR5TV6ONUPPBAZ · pith_short_8: J7GR5TV6

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/J7GR5TV6ONUPPBAZGGSOQJK2OL \
  | 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: 4fcd1ecebe7368f7841931a4e8255a72d241febc0889251cacbd833805dcac80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03459a34ee8f31fbe8c6de513208de1c0d484bafbf1cbf10ecf805c8cb88e672",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T14:45:45Z",
    "title_canon_sha256": "a21fb96f39a52c641704a252510ec67291ab82ce6c25098b8117d8eb37d7cdf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10701",
    "kind": "arxiv",
    "version": 1
  }
}