Pith Number

pith:GNGNELMZ

pith:2024:GNGNELMZKLUGEHXXVLJ35AU2ST

not attested not anchored not stored refs pending

Automated Rewards via LLM-Generated Progress Functions

Brennan Shacklett, Christopher R\'e, Kayvon Fatahalian, Kush Bhatia, Vishnu Sarukkai, Zander Majercik

arxiv:2410.09187 v2 · 2024-10-11 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNGNELMZKLUGEHXXVLJ35AU2ST}

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.

Cited by

1 paper in Pith

Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions

Receipt and verification

First computed	2026-07-05T09:25:47.986653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

334cd22d9952e8621ef7aad3be829a94dbc9b5029e775e1d71e2bb1eb002d1b8

Aliases

arxiv: 2410.09187 · arxiv_version: 2410.09187v2 · doi: 10.48550/arxiv.2410.09187 · pith_short_12: GNGNELMZKLUG · pith_short_16: GNGNELMZKLUGEHXX · pith_short_8: GNGNELMZ

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/GNGNELMZKLUGEHXXVLJ35AU2ST \
  | 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: 334cd22d9952e8621ef7aad3be829a94dbc9b5029e775e1d71e2bb1eb002d1b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "964780e1982c23220f37d049c80292db028eabf3d23cd768e0566b4afd73c055",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T18:41:15Z",
    "title_canon_sha256": "332df6faa9b0535e1cadd4c75f6f894f12cb832220cb5fa98c60bbc822c082f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09187",
    "kind": "arxiv",
    "version": 2
  }
}