Pith Number

pith:XDRBBACE

pith:2024:XDRBBACEON4LDR2TD7O3ZJIDTW

not attested not anchored not stored refs pending

Why long model-based rollouts are no reason for bad Q-value estimates

Daniel Hein, Philipp Wissmann, Steffen Udluft, Volker Tresp

arxiv:2407.11751 v1 · 2024-07-16 · 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{XDRBBACEON4LDR2TD7O3ZJIDTW}

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	2026-07-05T08:44:40.454917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8e21080447378b1c7531fddbca5039dbfdfeef20e3f5a973b71f672b98094f8

Aliases

arxiv: 2407.11751 · arxiv_version: 2407.11751v1 · doi: 10.48550/arxiv.2407.11751 · pith_short_12: XDRBBACEON4L · pith_short_16: XDRBBACEON4LDR2T · pith_short_8: XDRBBACE

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/XDRBBACEON4LDR2TD7O3ZJIDTW \
  | 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: b8e21080447378b1c7531fddbca5039dbfdfeef20e3f5a973b71f672b98094f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5931fe96e5ff6b4df449206ca04756b04ea7df3fa9b60d153de903981f2f8bc2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T14:17:00Z",
    "title_canon_sha256": "7ef24352137fbbd0a07864b77ef5bcce8baa47c03bfa55c61cc11c6cfce776e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11751",
    "kind": "arxiv",
    "version": 1
  }
}