Pith Number

pith:ZAINVW2O

pith:2025:ZAINVW2OTVZAP2YHBTTU4ACQ5V

not attested not anchored not stored refs pending

Adversarial Agent Behavior Learning in Autonomous Driving Using Deep Reinforcement Learning

Aniket Bera, Anubhav Paras, Arjun Srinivasan

arxiv:2508.15207 v1 · 2025-08-21 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAINVW2OTVZAP2YHBTTU4ACQ5V}

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	2026-07-05T11:57:08.283119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c810dadb4e9d7207eb070ce74e0050ed622185511981572b5aae492beeb3b467

Aliases

arxiv: 2508.15207 · arxiv_version: 2508.15207v1 · doi: 10.48550/arxiv.2508.15207 · pith_short_12: ZAINVW2OTVZA · pith_short_16: ZAINVW2OTVZAP2YH · pith_short_8: ZAINVW2O

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/ZAINVW2OTVZAP2YHBTTU4ACQ5V \
  | 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: c810dadb4e9d7207eb070ce74e0050ed622185511981572b5aae492beeb3b467

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e66455f910857f549057845074f1866afc52e871e01b1997d03a2e72d887ae34",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-21T03:38:33Z",
    "title_canon_sha256": "968a8f49eec7d04399b7ca856ad0148e0ca91dfb16d80a390d984eb04b72da97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15207",
    "kind": "arxiv",
    "version": 1
  }
}