Pith Number

pith:YTFS5M7K

pith:2024:YTFS5M7KZVVCYTA556C5ICUJQV

not attested not anchored not stored refs pending

Learning from negative feedback, or positive feedback or both

Abbas Abdolmaleki, Bilal Piot, Bobak Shahriari, Jonas Buchli, Jost Tobias Springenberg, Junhyuk Oh, Martin Riedmiller, Michael Bloesch, Nicolas Heess, Rishabh Joshi, Thomas Lampe, Tim Hertweck

arxiv:2410.04166 v3 · 2024-10-05 · 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{YTFS5M7KZVVCYTA556C5ICUJQV}

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

Supervised Fine Tuning on Curated Data is Reinforcement Learning (and can be improved)

Receipt and verification

First computed	2026-07-05T10:26:08.391421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4cb2eb3eacd6a2c4c1def85d40a89854a827a8b156022b9898cc472a9a217f7

Aliases

arxiv: 2410.04166 · arxiv_version: 2410.04166v3 · doi: 10.48550/arxiv.2410.04166 · pith_short_12: YTFS5M7KZVVC · pith_short_16: YTFS5M7KZVVCYTA5 · pith_short_8: YTFS5M7K

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/YTFS5M7KZVVCYTA556C5ICUJQV \
  | 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: c4cb2eb3eacd6a2c4c1def85d40a89854a827a8b156022b9898cc472a9a217f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6f98c87cd35773cb21daeb2545182d50346670ea8c6c4ee89c3ac8937ed4601",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-05T14:04:03Z",
    "title_canon_sha256": "657ae31776bdbf2fc7f249c7a02aeed5673186c66b3c5d5a5cd269e0ae97a4fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04166",
    "kind": "arxiv",
    "version": 3
  }
}