Pith Number

pith:2EJJCM5S

pith:2023:2EJJCM5SHEK6ZVX6N5DTHKLGW2

not attested not anchored not stored refs pending

Value-Biased Maximum Likelihood Estimation for Model-based Reinforcement Learning in Discounted Linear MDPs

Akshay Mete, Ping-Chun Hsieh, P. R. Kumar, Yu-Heng Hung

arxiv:2310.11515 v1 · 2023-10-17 · 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{2EJJCM5SHEK6ZVX6N5DTHKLGW2}

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	2026-07-05T07:02:08.450642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1129133b23915ecd6fe6f4733a966b6b1302d32198768ec8258b55a9ef7990c

Aliases

arxiv: 2310.11515 · arxiv_version: 2310.11515v1 · doi: 10.48550/arxiv.2310.11515 · pith_short_12: 2EJJCM5SHEK6 · pith_short_16: 2EJJCM5SHEK6ZVX6 · pith_short_8: 2EJJCM5S

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/2EJJCM5SHEK6ZVX6N5DTHKLGW2 \
  | 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: d1129133b23915ecd6fe6f4733a966b6b1302d32198768ec8258b55a9ef7990c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01616890cc305502f05713469299aefebbf2c345ee8ee28fae066615391b518b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-17T18:27:27Z",
    "title_canon_sha256": "41e6213341c79b98ee038604f8f3689996f58d78b5673f98ec472f912d2f357c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11515",
    "kind": "arxiv",
    "version": 1
  }
}