Pith. sign in
Pith Number

pith:XF2URLZC

pith:2026:XF2URLZCA3V5ITQQLNZKRMAMYW
not attested not anchored not stored refs pending

Autonomous Transition State Search with Soft Actor-Critic Reinforcement Learning

Konstantinos D. Vogiatzis, Utham Suresh

arxiv:2607.10854 v1 · 2026-07-12 · physics.chem-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XF2URLZCA3V5ITQQLNZKRMAMYW}

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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 2026-07-14T01:21:43.721868Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b97548af2206ebd44e105b72a8b00cc59bbc1e2fcbbcd01d92e99062b77eaac5

Aliases

arxiv: 2607.10854 · arxiv_version: 2607.10854v1 · doi: 10.48550/arxiv.2607.10854 · pith_short_12: XF2URLZCA3V5 · pith_short_16: XF2URLZCA3V5ITQQ · pith_short_8: XF2URLZC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XF2URLZCA3V5ITQQLNZKRMAMYW \
  | 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: b97548af2206ebd44e105b72a8b00cc59bbc1e2fcbbcd01d92e99062b77eaac5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5ddc2099b1c0d9112b743c420ab9276e15fbe4ac634447fdfcc1d77b5fe572e2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2026-07-12T17:36:28Z",
    "title_canon_sha256": "9502719c365ab5bbe4d8b9a66ecfb00daae4e2e1969a0a8a8a7e4e16d278644e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.10854",
    "kind": "arxiv",
    "version": 1
  }
}