Pith Number

pith:WAGFZAL7

pith:2023:WAGFZAL7EYKWOKSGP5W773OUWR

not attested not anchored not stored refs pending

Training Reinforcement Learning Agents and Humans With Difficulty-Conditioned Generators

Jimmy Ho, Pradeep Varakantham, Sidney Tio

arxiv:2312.02309 v1 · 2023-12-04 · cs.AI · cs.HC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WAGFZAL7EYKWOKSGP5W773OUWR}

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

Predicting Task Difficulty Without Rollouts

Receipt and verification

First computed	2026-07-05T07:20:16.176605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b00c5c817f2615672a467f6dffedd4b45ea1123e0eb19b7b29b0d5f8aabfad4a

Aliases

arxiv: 2312.02309 · arxiv_version: 2312.02309v1 · doi: 10.48550/arxiv.2312.02309 · pith_short_12: WAGFZAL7EYKW · pith_short_16: WAGFZAL7EYKWOKSG · pith_short_8: WAGFZAL7

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/WAGFZAL7EYKWOKSGP5W773OUWR \
  | 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: b00c5c817f2615672a467f6dffedd4b45ea1123e0eb19b7b29b0d5f8aabfad4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2acf16ccb3eca3d4955e279df3870afc966454179f09ce055a05a9e7656944d6",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-04T19:45:06Z",
    "title_canon_sha256": "e43ac3650b90bd6a9a4f4040fb7c0fdb1d8fc504d6e40e7670ab90a5e89da06d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02309",
    "kind": "arxiv",
    "version": 1
  }
}