Pith Number

pith:UG7FKCUQ

pith:2024:UG7FKCUQKAIJIQTFVPNLBVPQL3

not attested not anchored not stored refs pending

Conformal Symplectic Optimization for Stable Reinforcement Learning

Jingliang Duan, Keqiang Li, Lei He, Letian Tao, Qing Xu, Shengbo Eben Li, Xiangteng Zhang, Yao Lyu

arxiv:2412.02291 v2 · 2024-12-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UG7FKCUQKAIJIQTFVPNLBVPQL3}

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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

Geometric--Nongeometric Optimizer Calculus: A Modular Language for Reachable Gradient Methods

Receipt and verification

First computed	2026-07-05T09:45:59.680810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1be550a905010944265abdab0d5f05effb2777616a3758d95171290a9eeeebb

Aliases

arxiv: 2412.02291 · arxiv_version: 2412.02291v2 · doi: 10.48550/arxiv.2412.02291 · pith_short_12: UG7FKCUQKAIJ · pith_short_16: UG7FKCUQKAIJIQTF · pith_short_8: UG7FKCUQ

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/UG7FKCUQKAIJIQTFVPNLBVPQL3 \
  | 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: a1be550a905010944265abdab0d5f05effb2777616a3758d95171290a9eeeebb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d850671973de17a9d545c00c1e474079b56e6f9f0900d6c236571a70f4bfbe3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-03T09:07:31Z",
    "title_canon_sha256": "044cda94a7fe0b060dcbd0669c358666a91ab21fcb5a123da8c1183c533ba21c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02291",
    "kind": "arxiv",
    "version": 2
  }
}