Pith Number

pith:AP6DZWU6

pith:2026:AP6DZWU6SAA5EK662CS4P3AJ5H

not attested not anchored not stored refs pending

Beyond Myopic World Models: Long-Horizon End-to-End Training for Direct Future Prediction

Chenjie Hao, Xinyi Li, Yubei Chen, Zaishuo Xia

arxiv:2608.07420 v1 · 2026-08-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AP6DZWU6SAA5EK662CS4P3AJ5H}

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	2026-08-10T01:15:20.742938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03fc3cda9e9001d22bded0a5c7ec09e9d19b284196f69322d65209711c840c32

Aliases

arxiv: 2608.07420 · arxiv_version: 2608.07420v1 · doi: 10.48550/arxiv.2608.07420 · pith_short_12: AP6DZWU6SAA5 · pith_short_16: AP6DZWU6SAA5EK66 · pith_short_8: AP6DZWU6

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/AP6DZWU6SAA5EK662CS4P3AJ5H \
  | 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: 03fc3cda9e9001d22bded0a5c7ec09e9d19b284196f69322d65209711c840c32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6ead668a8ae56689e782208af092c248ef5380bd760dfdf6b813f7ed842455d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-07T17:05:44Z",
    "title_canon_sha256": "69b6069916d774aff44b42ae0da38677f5eda628aecc0c3bebb7f29c72c65bcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.07420",
    "kind": "arxiv",
    "version": 1
  }
}