Pith Number

pith:CPLI53HR

pith:2024:CPLI53HRPPA5VUMGAIP3GTYLUN

not attested not anchored not stored refs pending

Offline Hierarchical Reinforcement Learning via Inverse Optimization

Carolin Schmidt, Daniele Gammelli, Filipe Rodrigues, James Harrison, Marco Pavone

arxiv:2410.07933 v2 · 2024-10-10 · cs.LG · cs.SY · eess.SY · 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{CPLI53HRPPA5VUMGAIP3GTYLUN}

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

1 paper in Pith

Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization

Receipt and verification

First computed	2026-07-05T10:33:38.074605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13d68eecf17bc1dad186021fb34f0ba344af2506ceb2600277aab6bb4c803f5a

Aliases

arxiv: 2410.07933 · arxiv_version: 2410.07933v2 · doi: 10.48550/arxiv.2410.07933 · pith_short_12: CPLI53HRPPA5 · pith_short_16: CPLI53HRPPA5VUMG · pith_short_8: CPLI53HR

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/CPLI53HRPPA5VUMGAIP3GTYLUN \
  | 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: 13d68eecf17bc1dad186021fb34f0ba344af2506ceb2600277aab6bb4c803f5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92ac1617f920e57e987dfeeb1190aa5a0a431b5c30087b9f9e34e1d583b8bbe5",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T14:00:21Z",
    "title_canon_sha256": "669f764adfa6007ac2434ecc4459af3e4761fc204dca82e0bf419bf68dfee145"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07933",
    "kind": "arxiv",
    "version": 2
  }
}