Pith Number

pith:2M7APK2N

pith:2025:2M7APK2NN2EQQCWU7ELF6SJOPM

not attested not anchored not stored refs pending

Horizon Generalization in Reinforcement Learning

Benjamin Eysenbach, Catherine Ji, Vivek Myers

arxiv:2501.02709 v1 · 2025-01-06 · 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{2M7APK2NN2EQQCWU7ELF6SJOPM}

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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

Self-Predictive Representations for Combinatorial Generalization in Behavioral Cloning

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length

Receipt and verification

First computed	2026-07-05T10:06:10.030437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d33e07ab4d6e89080ad4f9165f492e7b113a4664e70982af0c0ad4b5d141f2b2

Aliases

arxiv: 2501.02709 · arxiv_version: 2501.02709v1 · doi: 10.48550/arxiv.2501.02709 · pith_short_12: 2M7APK2NN2EQ · pith_short_16: 2M7APK2NN2EQQCWU · pith_short_8: 2M7APK2N

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/2M7APK2NN2EQQCWU7ELF6SJOPM \
  | 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: d33e07ab4d6e89080ad4f9165f492e7b113a4664e70982af0c0ad4b5d141f2b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b7fbe96a06c67bcd609f4328bd652d587e1da33062ff6a303788ef1c1663766",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T01:42:46Z",
    "title_canon_sha256": "ec1ef45f6ccc4a4ed42a01d799403711e74edec55e46202fd4e35fc57e299fd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02709",
    "kind": "arxiv",
    "version": 1
  }
}