Pith Number

pith:AQUP24K4

pith:2025:AQUP24K4SRYSXHKI7CS6AJBZH3

not attested not anchored not stored refs pending

Harnessing the Power of Reinforcement Learning for Adaptive MCMC

Chris. J. Oates, Congye Wang, Heishiro Kanagawa, Matthew A. Fisher, Wilson Chen

arxiv:2507.00671 v1 · 2025-07-01 · stat.CO · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AQUP24K4SRYSXHKI7CS6AJBZH3}

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	2026-07-05T11:30:12.727489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0428fd715c94712b9d48f8a5e024393ed7dfc5edfa36bb582237ff36ad5a8de5

Aliases

arxiv: 2507.00671 · arxiv_version: 2507.00671v1 · doi: 10.48550/arxiv.2507.00671 · pith_short_12: AQUP24K4SRYS · pith_short_16: AQUP24K4SRYSXHKI · pith_short_8: AQUP24K4

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/AQUP24K4SRYSXHKI7CS6AJBZH3 \
  | 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: 0428fd715c94712b9d48f8a5e024393ed7dfc5edfa36bb582237ff36ad5a8de5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a793c3c7da4c2016cf5ab3158bead2e5c34d040d6d230c8c42f9902da19bbcc7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2025-07-01T11:12:34Z",
    "title_canon_sha256": "1099af0b9e59da8e40af919ccc61120d0701a5c71406da22601ee05cf4fefc45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00671",
    "kind": "arxiv",
    "version": 1
  }
}