Pith Number

pith:7IZAURTH

pith:2018:7IZAURTHYJN43EG2DM6QYRJUHA

not attested not anchored not stored refs pending

Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning

Joshua Uyheng, Julia Kreutzer, Stefan Riezler

arxiv:1805.10627 v3 · 2018-05-27 · cs.CL · 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{7IZAURTHYJN43EG2DM6QYRJUHA}

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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

3 papers in Pith

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Training Language Models to Self-Correct via Reinforcement Learning

Fine-Tuning Language Models from Human Preferences

Receipt and verification

First computed	2026-05-17T23:58:22.994297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa320a4667c25bcd90da1b3d0c45343826ca12389439f2a6f1a8cfcb51feb7b7

Aliases

arxiv: 1805.10627 · arxiv_version: 1805.10627v3 · doi: 10.48550/arxiv.1805.10627 · pith_short_12: 7IZAURTHYJN4 · pith_short_16: 7IZAURTHYJN43EG2 · pith_short_8: 7IZAURTH

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/7IZAURTHYJN43EG2DM6QYRJUHA \
  | 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: fa320a4667c25bcd90da1b3d0c45343826ca12389439f2a6f1a8cfcb51feb7b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be66dd2d0000906a95913f1ea58177c5bc6c12b316d5b677ba9c06e8957cf3ae",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-05-27T13:51:48Z",
    "title_canon_sha256": "2254f5dc1ddaa8a3df117fd52039c5ee83480555a0117dfa4fd9da7a035e27d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.10627",
    "kind": "arxiv",
    "version": 3
  }
}