Pith Number

pith:EHMVJMRZ

pith:2026:EHMVJMRZ6NBDSEHCZHB4K3SH6M

not attested not anchored not stored refs pending

Dreamer-SAC: Off-Policy Learning in Latent World Models for Sample-Efficient Autonomous Driving

Jiazhuo Li, Linjiang Cao, Qi Liu, Xi Xiong

arxiv:2608.10386 v1 · 2026-08-11 · cs.LG · 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{EHMVJMRZ6NBDSEHCZHB4K3SH6M}

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	2026-08-12T00:24:00.460415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21d954b239f3423910e2c9c3c56e47f31cc5e19fc89a889355fa9674a04b3178

Aliases

arxiv: 2608.10386 · arxiv_version: 2608.10386v1 · doi: 10.48550/arxiv.2608.10386 · pith_short_12: EHMVJMRZ6NBD · pith_short_16: EHMVJMRZ6NBDSEHC · pith_short_8: EHMVJMRZ

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/EHMVJMRZ6NBDSEHCZHB4K3SH6M \
  | 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: 21d954b239f3423910e2c9c3c56e47f31cc5e19fc89a889355fa9674a04b3178

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28ccd8255ae8e488d4fd7d51360286a86c818732102e011b677bb42a8fdf0747",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-11T02:27:26Z",
    "title_canon_sha256": "cf28a79ade1841302c235c59683f8c2c6e14e5baa4fbe431072dd59a0d3dc555"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.10386",
    "kind": "arxiv",
    "version": 1
  }
}