Pith Number

pith:5HH5HIJE

pith:2025:5HH5HIJEE7KK7Y2RYFSVVM3UNG

not attested not anchored not stored refs pending

SpeedAug: Policy Acceleration via Tempo-Enriched Policy and RL Fine-Tuning

Junmo Cho, Sung Ju Hwang, Taewook Nam, Youngsoo Jang

arxiv:2512.00062 v2 · 2025-11-24 · cs.RO · cs.AI · 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{5HH5HIJEE7KK7Y2RYFSVVM3UNG}

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	2026-06-02T01:04:15.155347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9cfd3a12427d4afe351c1655ab37469ba34a876ef952166edc2527fef754867

Aliases

arxiv: 2512.00062 · arxiv_version: 2512.00062v2 · doi: 10.48550/arxiv.2512.00062 · pith_short_12: 5HH5HIJEE7KK · pith_short_16: 5HH5HIJEE7KK7Y2R · pith_short_8: 5HH5HIJE

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/5HH5HIJEE7KK7Y2RYFSVVM3UNG \
  | 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: e9cfd3a12427d4afe351c1655ab37469ba34a876ef952166edc2527fef754867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d99ced76404ecf14462fa0fd8c29561ccbceaa0bc7656a60f99802a7c240560",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-11-24T04:25:47Z",
    "title_canon_sha256": "e39b293b9b222d8d8bfb68ffecc5f2abac53d4d354487239bc2a7ec59fadc215"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.00062",
    "kind": "arxiv",
    "version": 2
  }
}