Pith Number

pith:MM7HFCVL

pith:2026:MM7HFCVLDZPEVIPBB2UPMHBFT6

not attested not anchored not stored refs pending

Closed-Loop CO2 Storage Control With History-Based Reinforcement Learning and Latent Model-Based Adaptation

Sofianos Panagiotis Fotias, Vassilis Gaganis

History-conditioned reinforcement learning recovers nearly all privileged-state performance for CO2 storage control with only well-level data.

arxiv:2605.02405 v2 · 2026-05-04 · cs.LG

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\usepackage{pith}
\pithnumber{MM7HFCVLDZPEVIPBB2UPMHBFT6}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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.

Claims

C1strongest claim

history-conditioned policies recover nearly all of the privileged-state performance while using only deployable well-level information, and that latent model-based retuning outperforms direct model-free retuning under the same scenario-specific real-simulator budget in the abnormal operating cases.

C2weakest assumption

That high-fidelity reservoir simulations used for training and adaptation accurately represent real-world reservoir behavior and that the latent dynamics model captures the necessary changes under failures, leakage, and connectivity shifts.

C3one line summary

History-conditioned RL policies recover nearly all privileged-state performance with deployable well data, and latent model-based retuning outperforms direct model-free retuning under abnormal reservoir conditions.

Receipt and verification

First computed	2026-06-26T01:15:53.016172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

633e728aab1e5e4aa1e10ea8f61c259f84fcbbb0915bfa0c2ee996290f2e5db6

Aliases

arxiv: 2605.02405 · arxiv_version: 2605.02405v2 · doi: 10.48550/arxiv.2605.02405 · pith_short_12: MM7HFCVLDZPE · pith_short_16: MM7HFCVLDZPEVIPB · pith_short_8: MM7HFCVL

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/MM7HFCVLDZPEVIPBB2UPMHBFT6 \
  | 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: 633e728aab1e5e4aa1e10ea8f61c259f84fcbbb0915bfa0c2ee996290f2e5db6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61f68c8b92a808c60fcfe68e1aefcd140bef09ca51d4cfe7c5dcb3d1aaf5ca7f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-04T09:49:44Z",
    "title_canon_sha256": "ea82347402b15b363bc05a0a8da92d11b9ffaf00997f6f10f3eb4185d9cf9088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.02405",
    "kind": "arxiv",
    "version": 2
  }
}