Pith Number

pith:3VCPNPRK

pith:2025:3VCPNPRKKDH5J62SEPWDTAQRAG

not attested not anchored not stored refs pending

Dual Formulation for Non-Rectangular Lp Robust Markov Decision Processes

Adarsh Gupta, Giorgia Ramponi, Kfir Yehuda Levy, Maxence Mohamed Elfatihi, Navdeep Kumar, Shie Mannor

arxiv:2502.09432 v1 · 2025-02-13 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3VCPNPRKKDH5J62SEPWDTAQRAG}

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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

Robust Markov Decision Processes on Continuous State Spaces

Receipt and verification

First computed	2026-07-05T10:13:57.569248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd44f6be2a50cfd4fb5223ec39821101a101b8465c55357799068b841dcf27ff

Aliases

arxiv: 2502.09432 · arxiv_version: 2502.09432v1 · doi: 10.48550/arxiv.2502.09432 · pith_short_12: 3VCPNPRKKDH5 · pith_short_16: 3VCPNPRKKDH5J62S · pith_short_8: 3VCPNPRK

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/3VCPNPRKKDH5J62SEPWDTAQRAG \
  | 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: dd44f6be2a50cfd4fb5223ec39821101a101b8465c55357799068b841dcf27ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "719c33b72322ec59efbc690fd40f9fee3764c63de59e8199a8c139e44139f2ab",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-13T15:55:00Z",
    "title_canon_sha256": "60b4d7714940f6778b19b8aa032b4d567f93db7f0ce05d5c56449ff7010974e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09432",
    "kind": "arxiv",
    "version": 1
  }
}