Pith Number

pith:RATLW43P

pith:2026:RATLW43PTSEQPIGVIBSF25YIDS

not attested not anchored not stored refs pending

Learning Process Rewards via Success Visitation Matching for Efficient RL

Andrew Wagenmaker, Raymond Tsao, Sergey Levine

arxiv:2606.23640 v1 · 2026-06-22 · cs.LG · cs.AI · cs.RO · 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{RATLW43PTSEQPIGVIBSF25YIDS}

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	2026-06-23T03:14:33.053179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8826bb736f9c8907a0d540645d77081c83a0607e8443599c661f9ffb2625b363

Aliases

arxiv: 2606.23640 · arxiv_version: 2606.23640v1 · doi: 10.48550/arxiv.2606.23640 · pith_short_12: RATLW43PTSEQ · pith_short_16: RATLW43PTSEQPIGV · pith_short_8: RATLW43P

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/RATLW43PTSEQPIGVIBSF25YIDS \
  | 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: 8826bb736f9c8907a0d540645d77081c83a0607e8443599c661f9ffb2625b363

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0883d9fb49390784a975772bc6c17f874d362e8353e9eb17a97176222a0edb3e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T17:30:24Z",
    "title_canon_sha256": "2309bbcd7782cf999aea46844c3f2d2368396539e81c829f7458576bc804bbd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23640",
    "kind": "arxiv",
    "version": 1
  }
}