Pith Number

pith:7S2MFL5B

pith:2020:7S2MFL5BRIADZU6MRE2DJVCXXJ

not attested not anchored not stored refs pending

Learning in Markov Decision Processes under Constraints

Abhishek Gupta, Ness B. Shroff, Rahul Singh

arxiv:2002.12435 v5 · 2020-02-27 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7S2MFL5BRIADZU6MRE2DJVCXXJ}

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

An Optimistic Algorithm for online CMDPS with Anytime Adversarial Constraints

Receipt and verification

First computed	2026-07-05T05:51:23.111884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcb4c2afa18a003cd3cc893434d457ba5e3c4e8915916d45fbceada80150200e

Aliases

arxiv: 2002.12435 · arxiv_version: 2002.12435v5 · doi: 10.48550/arxiv.2002.12435 · pith_short_12: 7S2MFL5BRIAD · pith_short_16: 7S2MFL5BRIADZU6M · pith_short_8: 7S2MFL5B

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/7S2MFL5BRIADZU6MRE2DJVCXXJ \
  | 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: fcb4c2afa18a003cd3cc893434d457ba5e3c4e8915916d45fbceada80150200e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f4b99016d922aefa2e8e73683f9fbfc088b0ab38fd60f749680d781777aad42",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-27T20:58:39Z",
    "title_canon_sha256": "bb053bb413aaef2dbfaade3229a9206d8e89101699aaa76356b3cd4bb3c620b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.12435",
    "kind": "arxiv",
    "version": 5
  }
}