Pith Number

pith:LF4AW44Y

pith:2019:LF4AW44Y6KYL3PR5QZQ4AYELF3

not attested not anchored not stored refs pending

Deep Reinforcement Learning from Policy-Dependent Human Feedback

Dilip Arumugam, Jun Ki Lee, Michael L. Littman, Sophie Saskin

arxiv:1902.04257 v1 · 2019-02-12 · 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{LF4AW44Y6KYL3PR5QZQ4AYELF3}

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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

2 papers in Pith

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

When Text Hijacks Vision: Benchmarking and Mitigating Text Overlay-Induced Hallucination in Vision Language Models

Receipt and verification

First computed	2026-05-17T23:54:12.731455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59780b7398f2b0bdbe3d8661c0608b2eda1f3bc6a056c178621a36b2c50432d9

Aliases

arxiv: 1902.04257 · arxiv_version: 1902.04257v1 · doi: 10.48550/arxiv.1902.04257 · pith_short_12: LF4AW44Y6KYL · pith_short_16: LF4AW44Y6KYL3PR5 · pith_short_8: LF4AW44Y

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/LF4AW44Y6KYL3PR5QZQ4AYELF3 \
  | 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: 59780b7398f2b0bdbe3d8661c0608b2eda1f3bc6a056c178621a36b2c50432d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "545c40f0b1837ea335f6cc8e288321bace6893fa9b6550cbbf9ddd77a455f074",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-12T06:45:21Z",
    "title_canon_sha256": "d8094d4bfb56b5dc6700c84e8977d3cb77e6def2ff39bb10aff2da15cd0d0a21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.04257",
    "kind": "arxiv",
    "version": 1
  }
}