Pith Number

pith:E6XXOR2P

pith:2024:E6XXOR2PJSNP54STQSWSS6IMUH

not attested not anchored not stored refs pending

Analysis of Off-Policy Multi-Step TD-Learning with Linear Function Approximation

Donghwan Lee

arxiv:2402.15781 v2 · 2024-02-24 · eess.SY · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E6XXOR2PJSNP54STQSWSS6IMUH}

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

A Comprehensive Survey of Reinforcement Learning: From Algorithms to Practical Challenges

Receipt and verification

First computed	2026-07-05T08:05:39.655918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27af77474f4c9afef25384ad29790ca1e77603838e158bfd2a5aaa0adba7adcf

Aliases

arxiv: 2402.15781 · arxiv_version: 2402.15781v2 · doi: 10.48550/arxiv.2402.15781 · pith_short_12: E6XXOR2PJSNP · pith_short_16: E6XXOR2PJSNP54ST · pith_short_8: E6XXOR2P

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/E6XXOR2PJSNP54STQSWSS6IMUH \
  | 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: 27af77474f4c9afef25384ad29790ca1e77603838e158bfd2a5aaa0adba7adcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdfbd34cb4bcf718ab97e6b8a5f552e37427232ad0ef05a361ca31825a195422",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-02-24T10:42:50Z",
    "title_canon_sha256": "8afa12b2c537391e4d1fc1af00930c19f5dc6ececf7f4afb479698a233e960ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15781",
    "kind": "arxiv",
    "version": 2
  }
}