Pith Number

pith:O7HNYNUN

pith:2024:O7HNYNUNDDDLTH6MKWB7CYARK4

not attested not anchored not stored refs pending

Can Learned Optimization Make Reinforcement Learning Less Difficult?

Alexander David Goldie, Chris Lu, Jakob Nicolaus Foerster, Matthew Thomas Jackson, Shimon Whiteson

arxiv:2407.07082 v3 · 2024-07-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O7HNYNUNDDDLTH6MKWB7CYARK4}

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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

1 paper in Pith

LEMUR: Learning to Align with Multi-Objective Reinforcement Learning from Preference Feedback

Receipt and verification

First computed	2026-07-05T10:49:07.226724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77cedc368d18c6b99fcc5583f16011570fc55c668a67249d13fbaba3bc09d894

Aliases

arxiv: 2407.07082 · arxiv_version: 2407.07082v3 · doi: 10.48550/arxiv.2407.07082 · pith_short_12: O7HNYNUNDDDL · pith_short_16: O7HNYNUNDDDLTH6M · pith_short_8: O7HNYNUN

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/O7HNYNUNDDDLTH6MKWB7CYARK4 \
  | 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: 77cedc368d18c6b99fcc5583f16011570fc55c668a67249d13fbaba3bc09d894

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "011f497a359b4e59a06dd599321c9759503f30b283f1cfda7f118fb0c87403ff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-09T17:55:23Z",
    "title_canon_sha256": "1d43a1d1c2486750a971c3300dfb1145f19599e00ea701627b4e9ad585df1a1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07082",
    "kind": "arxiv",
    "version": 3
  }
}