Pith Number

pith:2MGWJWGX

pith:2025:2MGWJWGXLTQDBWDIQ7E3QOXJ62

not attested not anchored not stored refs pending

TurboTrain: Towards Efficient and Balanced Multi-Task Learning for Multi-Agent Perception and Prediction

Bolei Zhou, Jiaqi Ma, Seth Z. Zhao, Tianhui Cai, Zewei Zhou, Zhiyu Huang

arxiv:2508.04682 v2 · 2025-08-06 · 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{2MGWJWGXLTQDBWDIQ7E3QOXJ62}

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

CMU-Drive and V2V-VLA: Cooperative Multi-agent Unified Driving with Reasoning Benchmark and Vehicle-to-Vehicle Vision-Language-Action Models

Receipt and verification

First computed	2026-07-05T11:50:39.991937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d30d64d8d75ce030d86887c9b83ae9f6a6accc4c6e9c25107b72544ad4c968b1

Aliases

arxiv: 2508.04682 · arxiv_version: 2508.04682v2 · doi: 10.48550/arxiv.2508.04682 · pith_short_12: 2MGWJWGXLTQD · pith_short_16: 2MGWJWGXLTQDBWDI · pith_short_8: 2MGWJWGX

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/2MGWJWGXLTQDBWDIQ7E3QOXJ62 \
  | 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: d30d64d8d75ce030d86887c9b83ae9f6a6accc4c6e9c25107b72544ad4c968b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82647ba9941d125a186d5ada4c76a240ccb5f00c0377d47c06584e5b6a439cc0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-06T17:46:40Z",
    "title_canon_sha256": "be62f3888c427878058469777aef07a609da9c08647f18c258c3e9f7fb2f94c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04682",
    "kind": "arxiv",
    "version": 2
  }
}