Pith Number

pith:F4SLNJKC

pith:2024:F4SLNJKC55CSWB2JADDK4U3P54

not attested not anchored not stored refs pending

CANDERE-COACH: Reinforcement Learning from Noisy Feedback

Matthew E. Taylor, Srijita Das, Yuxuan Li

arxiv:2409.15521 v1 · 2024-09-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F4SLNJKC55CSWB2JADDK4U3P54}

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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

Reinforcement Learning for Computer-Use Agents with Autonomous Evaluation

Receipt and verification

First computed	2026-07-05T09:10:56.211974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f24b6a542ef452b074900c6ae536fef28f4223cd20093c52ac8dfa275462fc4

Aliases

arxiv: 2409.15521 · arxiv_version: 2409.15521v1 · doi: 10.48550/arxiv.2409.15521 · pith_short_12: F4SLNJKC55CS · pith_short_16: F4SLNJKC55CSWB2J · pith_short_8: F4SLNJKC

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/F4SLNJKC55CSWB2JADDK4U3P54 \
  | 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: 2f24b6a542ef452b074900c6ae536fef28f4223cd20093c52ac8dfa275462fc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "589a7acd5f51d002c1610b4d1d4882f00381c8abc48b268d2aaf1281a520b9b3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-23T20:14:12Z",
    "title_canon_sha256": "2e915378f7466a11ae604e57bdd04636181adfe9770bf5bb1aa8c1a1bcda7b65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15521",
    "kind": "arxiv",
    "version": 1
  }
}