Pith Number

pith:IXYNYOVT

pith:2024:IXYNYOVT67WKTJR75XKFE447WQ

not attested not anchored not stored refs pending

RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors

Fengshuo Bai, Runze Liu, Yali Du, Yaodong Yang, Ying Wen

arxiv:2412.10713 v1 · 2024-12-14 · cs.LG · cs.AI · cs.CR · 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{IXYNYOVT67WKTJR75XKFE447WQ}

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

GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation

Receipt and verification

First computed	2026-07-05T09:49:20.258660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f0dc3ab3f7eca9a63fedd452739fb43fbf7326b1e701b73622fac70d8c3b04

Aliases

arxiv: 2412.10713 · arxiv_version: 2412.10713v1 · doi: 10.48550/arxiv.2412.10713 · pith_short_12: IXYNYOVT67WK · pith_short_16: IXYNYOVT67WKTJR7 · pith_short_8: IXYNYOVT

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/IXYNYOVT67WKTJR75XKFE447WQ \
  | 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: 45f0dc3ab3f7eca9a63fedd452739fb43fbf7326b1e701b73622fac70d8c3b04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33ea9c5ae14e1cbf8c6fff9bc2544d4d035905698151f8fbd61b966f8cbe9f66",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-14T06:56:11Z",
    "title_canon_sha256": "05bbe17440c881d4209b597f9ee51b6bb30c315cbc3bc267e039378c88ba25fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10713",
    "kind": "arxiv",
    "version": 1
  }
}