Pith Number

pith:QNT7TZCY

pith:2024:QNT7TZCYXBS6NWFMAKLOBZJP4N

not attested not anchored not stored refs pending

Learning Optimal Control and Dynamical Structure of Global Trajectory Search Problems with Diffusion Models

Amlan Sinha, Anjian Li, Jannik Graebner, Ryne Beeson

arxiv:2410.02976 v2 · 2024-10-03 · cs.LG · cs.SY · eess.SY · math.OC

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

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\usepackage{pith}
\pithnumber{QNT7TZCYXBS6NWFMAKLOBZJP4N}

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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

2 papers in Pith

GLENS: Global Search via Learning from Solver Iterates with Diffusion Models

Transfer Learning of Multiobjective Indirect Low-Thrust Trajectories Using Diffusion Models and Markov Chain Monte Carlo

Receipt and verification

First computed	2026-07-05T09:55:13.074874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8367f9e458b865e6d8ac0296e0e52fe355b8c5b324583e8a6661cf611ff22886

Aliases

arxiv: 2410.02976 · arxiv_version: 2410.02976v2 · doi: 10.48550/arxiv.2410.02976 · pith_short_12: QNT7TZCYXBS6 · pith_short_16: QNT7TZCYXBS6NWFM · pith_short_8: QNT7TZCY

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/QNT7TZCYXBS6NWFMAKLOBZJP4N \
  | 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: 8367f9e458b865e6d8ac0296e0e52fe355b8c5b324583e8a6661cf611ff22886

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "372849a8426a3532d53dbcaa0eaacc61ac02fdda4d0d99ca96e55270987851a4",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T20:35:23Z",
    "title_canon_sha256": "fad2d577dcac947d248f8db77f3e3389a76566d32115fd1f38ed7b55095f3afe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02976",
    "kind": "arxiv",
    "version": 2
  }
}