Pith. sign in
Pith Number

pith:SDGMZQSY

pith:2025:SDGMZQSYF27B54W7T4XMIU7YIB
not attested not anchored not stored refs pending

Group Effect Enhanced Generative Adversarial Imitation Learning for Individual Travel Behavior Modeling under Incentives

Leizhen Wang, Xiaolei Ma, Yuanyuan Wu, Zhenliang Ma, Zhenlin Qin

arxiv:2509.06656 v1 · 2025-09-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SDGMZQSYF27B54W7T4XMIU7YIB}

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 2026-07-05T12:06:39.768023Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

90ccccc2582ebe1ef2df9f2ec453f8405c93dc0e077e836373fa07bb3e7b9220

Aliases

arxiv: 2509.06656 · arxiv_version: 2509.06656v1 · doi: 10.48550/arxiv.2509.06656 · pith_short_12: SDGMZQSYF27B · pith_short_16: SDGMZQSYF27B54W7 · pith_short_8: SDGMZQSY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SDGMZQSYF27B54W7T4XMIU7YIB \
  | 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: 90ccccc2582ebe1ef2df9f2ec453f8405c93dc0e077e836373fa07bb3e7b9220
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "388c04f87abfbb18774882fbc75d79dde5467224595c1ba46170fb4d5b283145",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-08T13:14:28Z",
    "title_canon_sha256": "7b6a038e4cce682b70b5f4ad7bfdde090927d37d0acc128ee010eaeb746a5742"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06656",
    "kind": "arxiv",
    "version": 1
  }
}