Pith Number

pith:FVK5WIGG

pith:2021:FVK5WIGG7WMM55VWECOIFY3N2V

not attested not anchored not stored refs pending

A Convex Programming Approach to Data-Driven Risk-Averse Reinforcement Learning

Hamidreza Modares, Majid Mazouchi, Subramanya Nageshrao, Yuzhen Han

arxiv:2103.14606 v1 · 2021-03-26 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FVK5WIGG7WMM55VWECOIFY3N2V}

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.

Receipt and verification

First computed	2026-07-05T02:26:42.908865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d55db20c6fd98cef6b6209c82e36dd55bb06b3eb29062da4731cfd419765b17

Aliases

arxiv: 2103.14606 · arxiv_version: 2103.14606v1 · doi: 10.48550/arxiv.2103.14606 · pith_short_12: FVK5WIGG7WMM · pith_short_16: FVK5WIGG7WMM55VW · pith_short_8: FVK5WIGG

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/FVK5WIGG7WMM55VWECOIFY3N2V \
  | 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: 2d55db20c6fd98cef6b6209c82e36dd55bb06b3eb29062da4731cfd419765b17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6681949c70e06e44b66c6b3350fa25e41efb1e0a0d9aae9fceedc1eb25836964",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-03-26T17:16:39Z",
    "title_canon_sha256": "8b4e5a14d9a7835d3ab727c6dc37cdbdb84b5211a82ff3a8598b98c03e2d4315"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.14606",
    "kind": "arxiv",
    "version": 1
  }
}