Pith Number

pith:Y75LKKVH

pith:2024:Y75LKKVHYHHNHR2AJ46XFCFSTK

not attested not anchored not stored refs pending

Deep Sensitivity Analysis for Objective-Oriented Combinatorial Optimization

Bindu Nanduri, Ganga Gireesan, Mahalingam Ramkumar, Michael J Rothrock, Nisha Pillai, Zhiqian Chen

arxiv:2403.00016 v1 · 2024-02-28 · 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{Y75LKKVHYHHNHR2AJ46XFCFSTK}

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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

Sequential Stochastic Combinatorial Optimization Using Hierarchal Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:50:57.522812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7fab52aa7c1ced3c7404f3d7288b29a8b458dabf1f9b8ca515ea206710d85b3

Aliases

arxiv: 2403.00016 · arxiv_version: 2403.00016v1 · doi: 10.48550/arxiv.2403.00016 · pith_short_12: Y75LKKVHYHHN · pith_short_16: Y75LKKVHYHHNHR2A · pith_short_8: Y75LKKVH

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/Y75LKKVHYHHNHR2AJ46XFCFSTK \
  | 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: c7fab52aa7c1ced3c7404f3d7288b29a8b458dabf1f9b8ca515ea206710d85b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78b654d2f40271df04201c590949e00379476de0030f9791377cb970a8fde94e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T02:15:47Z",
    "title_canon_sha256": "6def51fd97839c6932d5c49c3a0ca48d484b5fb4e172ea460105a66757e9142f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00016",
    "kind": "arxiv",
    "version": 1
  }
}