Pith Number

pith:CDEO623R

pith:2024:CDEO623R34QLJVM7HABFKWG7GP

not attested not anchored not stored refs pending

CRASH: Challenging Reinforcement-Learning Based Adversarial Scenarios For Safety Hardening

Amar Kulkarni, Madhur Behl, Shangtong Zhang

arxiv:2411.16996 v1 · 2024-11-26 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CDEO623R34QLJVM7HABFKWG7GP}

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.

Cited by

1 paper in Pith

ZODIAC: Zero-shot Offline Diffusion for Inferring Multi-xApps Conflicts in Open Radio Access Networks

Receipt and verification

First computed	2026-07-05T09:40:25.800238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10c8ef6b71df20b4d59f38025558df33ee8f8fda2894ec49b419ef2d0107782c

Aliases

arxiv: 2411.16996 · arxiv_version: 2411.16996v1 · doi: 10.48550/arxiv.2411.16996 · pith_short_12: CDEO623R34QL · pith_short_16: CDEO623R34QLJVM7 · pith_short_8: CDEO623R

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/CDEO623R34QLJVM7HABFKWG7GP \
  | 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: 10c8ef6b71df20b4d59f38025558df33ee8f8fda2894ec49b419ef2d0107782c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68001b61702e724fc6c509491ba8c5226db6bb34ae9a30126620244df71abf1e",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T00:00:27Z",
    "title_canon_sha256": "4da1bb36b6a88d02a53d682464f065cf00da3b18ba26114c53d63dba88a94123"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16996",
    "kind": "arxiv",
    "version": 1
  }
}