Pith Number

pith:F6HJTJNU

pith:2023:F6HJTJNUOTKD77XUN5A3I5M3SN

not attested not anchored not stored refs pending

Outcome-directed Reinforcement Learning by Uncertainty & Temporal Distance-Aware Curriculum Goal Generation

Daesol Cho, H. Jin Kim, Seungjae Lee

arxiv:2301.11741 v3 · 2023-01-27 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6HJTJNUOTKD77XUN5A3I5M3SN}

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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

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling

Receipt and verification

First computed	2026-07-05T05:43:19.364652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f8e99a5b474d43ffef46f41b4759b9379af5268a864fa7fc9da8b8c7ba4132e

Aliases

arxiv: 2301.11741 · arxiv_version: 2301.11741v3 · doi: 10.48550/arxiv.2301.11741 · pith_short_12: F6HJTJNUOTKD · pith_short_16: F6HJTJNUOTKD77XU · pith_short_8: F6HJTJNU

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/F6HJTJNUOTKD77XUN5A3I5M3SN \
  | 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: 2f8e99a5b474d43ffef46f41b4759b9379af5268a864fa7fc9da8b8c7ba4132e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a7f6fef0d98f7c3c0eae8e214e8d6550aac1eea54f088f931f1aabefe1b6f65",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-27T14:25:04Z",
    "title_canon_sha256": "f7c9a61ab5c424f6fd2ab92ca0cf62e0d11acb9186b567a2baf8c679e9ef036a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11741",
    "kind": "arxiv",
    "version": 3
  }
}