Pith Number

pith:B6JHMH54

pith:2020:B6JHMH54YOX3JO2YQZSGFIFQYG

not attested not anchored not stored refs pending

Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution

Johannes Brandstetter, Jose A. Arjona-Medina, Marius-Constantin Dinu, Markus Hofmarcher, Matthias Dorfer, Patrick M. Blies, Sepp Hochreiter, Vihang P. Patil

arxiv:2009.14108 v2 · 2020-09-29 · cs.LG · cs.AI · 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{B6JHMH54YOX3JO2YQZSGFIFQYG}

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

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Receipt and verification

First computed	2026-07-05T04:35:55.206731Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f92761fbcc3afb4bb58866462a0b0c18ce1842b1ba8bd1fc9ede8b51b4e1490

Aliases

arxiv: 2009.14108 · arxiv_version: 2009.14108v2 · doi: 10.48550/arxiv.2009.14108 · pith_short_12: B6JHMH54YOX3 · pith_short_16: B6JHMH54YOX3JO2Y · pith_short_8: B6JHMH54

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/B6JHMH54YOX3JO2YQZSGFIFQYG \
  | 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: 0f92761fbcc3afb4bb58866462a0b0c18ce1842b1ba8bd1fc9ede8b51b4e1490

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f0989b660122e126971df58c8ac00b250148b0f884229cdefea4f961dd8b44c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-29T15:48:02Z",
    "title_canon_sha256": "17ba5af62debadcc0244785fdac51967cf3f45d47b9f1a66479613a4bed2aea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.14108",
    "kind": "arxiv",
    "version": 2
  }
}