Pith Number

pith:3YZ3RDI5

pith:2024:3YZ3RDI5KQ256EWCVCVPJUKSN3

not attested not anchored not stored refs pending

Bounded Exploration with World Model Uncertainty in Soft Actor-Critic Reinforcement Learning Algorithm

Bruce MacDonald, David Valencia, Henry Williams, Ting Qiao

arxiv:2412.06139 v1 · 2024-12-09 · cs.LG · cs.SY · eess.SY

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3YZ3RDI5KQ256EWCVCVPJUKSN3}

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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

Toward Hardware-Agnostic Quadrupedal World Models via Morphology Conditioning

Receipt and verification

First computed	2026-07-05T09:46:16.031637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de33b88d1d5435df12c2a8aaf4d1526ed242698d7a23ab5966f32399517d0e42

Aliases

arxiv: 2412.06139 · arxiv_version: 2412.06139v1 · doi: 10.48550/arxiv.2412.06139 · pith_short_12: 3YZ3RDI5KQ25 · pith_short_16: 3YZ3RDI5KQ256EWC · pith_short_8: 3YZ3RDI5

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/3YZ3RDI5KQ256EWCVCVPJUKSN3 \
  | 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: de33b88d1d5435df12c2a8aaf4d1526ed242698d7a23ab5966f32399517d0e42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "249f78b6ebdad91c0171e49509595f1bddf1d4b44f9f84c3929fd46ad5a9557b",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-09T01:45:08Z",
    "title_canon_sha256": "caea640db0961070aa1a3615654e3e89ced127bcd37b1dac20b816c7e221e9f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06139",
    "kind": "arxiv",
    "version": 1
  }
}