Pith. sign in
Pith Number

pith:VY7MTZ7M

pith:2025:VY7MTZ7MXCT7DHA2LUZNJMPX26
not attested not anchored not stored refs pending

Parameter Estimation using Reinforcement Learning Causal Curiosity: Limits and Challenges

Miguel Arana-Catania, Weisi Guo

arxiv:2505.08453 v1 · 2025-05-13 · cs.RO · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VY7MTZ7MXCT7DHA2LUZNJMPX26}

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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.
Receipt and verification
First computed 2026-07-05T11:02:30.689369Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ae3ec9e7ecb8a7f19c1a5d32d4b1f7d7b340221bdea210e2e09c98e585e09e24

Aliases

arxiv: 2505.08453 · arxiv_version: 2505.08453v1 · doi: 10.48550/arxiv.2505.08453 · pith_short_12: VY7MTZ7MXCT7 · pith_short_16: VY7MTZ7MXCT7DHA2 · pith_short_8: VY7MTZ7M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VY7MTZ7MXCT7DHA2LUZNJMPX26 \
  | 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: ae3ec9e7ecb8a7f19c1a5d32d4b1f7d7b340221bdea210e2e09c98e585e09e24
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "43e1eab0b5ded9731d76464e5e48be6cefc8a6ad7c4bde01d0be57fba93ff23f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-05-13T11:30:51Z",
    "title_canon_sha256": "713ed6cda3bc23a7dc27910e6b9b7cc1b294055567c021588f4bb6bcca6fcb5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08453",
    "kind": "arxiv",
    "version": 1
  }
}