Pith Number

pith:H2IHRNCF

pith:2024:H2IHRNCFFECR7ITMZ5JQ7QC2YI

not attested not anchored not stored refs pending

A Note on Loss Functions and Error Compounding in Model-based Reinforcement Learning

Nan Jiang

arxiv:2404.09946 v1 · 2024-04-15 · cs.LG · cs.AI · 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{H2IHRNCFFECR7ITMZ5JQ7QC2YI}

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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

Distances for Markov chains from sample streams

Receipt and verification

First computed	2026-07-05T08:08:13.423252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e9078b44529051fa26ccf530fc05ac23b3dbe4276dcd49105762f81fd812164

Aliases

arxiv: 2404.09946 · arxiv_version: 2404.09946v1 · doi: 10.48550/arxiv.2404.09946 · pith_short_12: H2IHRNCFFECR · pith_short_16: H2IHRNCFFECR7ITM · pith_short_8: H2IHRNCF

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/H2IHRNCFFECR7ITMZ5JQ7QC2YI \
  | 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: 3e9078b44529051fa26ccf530fc05ac23b3dbe4276dcd49105762f81fd812164

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eae91dc5a1949f4e998e49e66436a93495c77d211b2248042f51510c1aa45cda",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-15T17:15:18Z",
    "title_canon_sha256": "533a34d34a4eeddd4181b8d7c16a7fa0080c9e763a8cf9cff4f60e29ae715850"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09946",
    "kind": "arxiv",
    "version": 1
  }
}