Pith Number

pith:CJTPKVQD

pith:2024:CJTPKVQDG6VC4KBZJPCKI6GJIK

not attested not anchored not stored refs pending

Regret-Free Reinforcement Learning for LTL Specifications

Mahmoud Salamati, Rupak Majumdar, Sadegh Soudjani

arxiv:2411.12019 v2 · 2024-11-18 · 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{CJTPKVQDG6VC4KBZJPCKI6GJIK}

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	2026-07-05T11:17:22.919078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1266f5560337aa2e28394bc4a478c942ae67c85be6a1240eb24303ba751f6642

Aliases

arxiv: 2411.12019 · arxiv_version: 2411.12019v2 · doi: 10.48550/arxiv.2411.12019 · pith_short_12: CJTPKVQDG6VC · pith_short_16: CJTPKVQDG6VC4KBZ · pith_short_8: CJTPKVQD

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/CJTPKVQDG6VC4KBZJPCKI6GJIK \
  | 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: 1266f5560337aa2e28394bc4a478c942ae67c85be6a1240eb24303ba751f6642

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "104cdff2839e200118af12ba302d994c4bafa3ee40ddf0e37f843b3dd4508b9d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-18T20:01:45Z",
    "title_canon_sha256": "e60707db5edf3b1351847e4055a1d7034676a9a481d3786053e7584f5e0d728d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12019",
    "kind": "arxiv",
    "version": 2
  }
}