Pith Number

pith:FEJFHNL2

pith:2023:FEJFHNL2ORIR7TVSIPXKF2O7LQ

not attested not anchored not stored refs pending

Amortized Global Search for Efficient Preliminary Trajectory Design with Deep Generative Models

Amlan Sinha, Anjian Li, Ryne Beeson

arxiv:2308.03960 v1 · 2023-08-07 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FEJFHNL2ORIR7TVSIPXKF2O7LQ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T06:39:20.129857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

291253b57a74511fceb243eea2e9df5c24974f24d8115b6b89a2cfa01c6dd58b

Aliases

arxiv: 2308.03960 · arxiv_version: 2308.03960v1 · doi: 10.48550/arxiv.2308.03960 · pith_short_12: FEJFHNL2ORIR · pith_short_16: FEJFHNL2ORIR7TVS · pith_short_8: FEJFHNL2

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/FEJFHNL2ORIR7TVSIPXKF2O7LQ \
  | 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: 291253b57a74511fceb243eea2e9df5c24974f24d8115b6b89a2cfa01c6dd58b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f6805519bcf6e368427c22f1c8dc9868dbf80af32dca11453842128b0629533",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-07T23:52:03Z",
    "title_canon_sha256": "3edf05d56efb05c02f1642ca8087550ea92c39467beccf79cb9535948ab26f23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03960",
    "kind": "arxiv",
    "version": 1
  }
}