Pith Number

pith:QU5MBFUE

pith:2024:QU5MBFUELJJXBOQWINQXZRPZMK

not attested not anchored not stored refs pending

Cascading Reinforcement Learning

R. Srikant, Wei Chen, Yihan Du

arxiv:2401.08961 v4 · 2024-01-17 · 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{QU5MBFUELJJXBOQWINQXZRPZMK}

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

Combinatorial Reinforcement Learning with Preference Feedback

Receipt and verification

First computed	2026-07-05T08:05:09.329886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

853ac096845a5370ba1643617cc5f96297c60a156c36e650c3dffa3a03c99f96

Aliases

arxiv: 2401.08961 · arxiv_version: 2401.08961v4 · doi: 10.48550/arxiv.2401.08961 · pith_short_12: QU5MBFUELJJX · pith_short_16: QU5MBFUELJJXBOQW · pith_short_8: QU5MBFUE

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/QU5MBFUELJJXBOQWINQXZRPZMK \
  | 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: 853ac096845a5370ba1643617cc5f96297c60a156c36e650c3dffa3a03c99f96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5383b4ccc83081205d1b710917f740e3c316bf6422bb6183cbe10db9ea62d8a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-17T04:20:26Z",
    "title_canon_sha256": "ff69d1213b325b45325666ef6634b8e6958d30093aac5f80435ccf46b558ec28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08961",
    "kind": "arxiv",
    "version": 4
  }
}