Pith Number

pith:FTPKCJFU

pith:2024:FTPKCJFUORT7Y5MUXIVUR4BIFJ

not attested not anchored not stored refs pending

Q-learning for Quantile MDPs: A Decomposition, Performance, and Convergence Analysis

Erick Delage, Esther Derman, Jia Lin Hau, Marek Petrik, Mohammad Ghavamzadeh

arxiv:2410.24128 v1 · 2024-10-31 · 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{FTPKCJFUORT7Y5MUXIVUR4BIFJ}

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

2 papers in Pith

Stochastic Minimum-Cost Reach-Avoid Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:29:20.334380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cdea124b47467fc7594ba2b48f0282a7cbaf267d2ccd7e31e189f2151180b58

Aliases

arxiv: 2410.24128 · arxiv_version: 2410.24128v1 · doi: 10.48550/arxiv.2410.24128 · pith_short_12: FTPKCJFUORT7 · pith_short_16: FTPKCJFUORT7Y5MU · pith_short_8: FTPKCJFU

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/FTPKCJFUORT7Y5MUXIVUR4BIFJ \
  | 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: 2cdea124b47467fc7594ba2b48f0282a7cbaf267d2ccd7e31e189f2151180b58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2097d63eff425abda2adfa4a6b4b8149cbabe49707f5f8a5019f33a504586e16",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T16:53:20Z",
    "title_canon_sha256": "ba694670b4dc0af7196893c4aa11b7cb962007bbaf401f86de4460398603774c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.24128",
    "kind": "arxiv",
    "version": 1
  }
}