Pith Number

pith:ZAPMIWAL

pith:2026:ZAPMIWALYOPZ66RWMCXM5I2W5G

not attested not anchored not stored refs pending

Reinforcement Learning from Rich Feedback with Distributional DAgger

Jacob Fein-Ashley, Paria Rashidinejad, Rishabh Agrawal

arxiv:2606.05152 v1 · 2026-06-03 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAPMIWALYOPZ66RWMCXM5I2W5G}

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	2026-06-04T02:07:54.174843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c81ec4580bc39f9f7a3660aecea356e9973b194a9b80f047c57c43596788f6d7

Aliases

arxiv: 2606.05152 · arxiv_version: 2606.05152v1 · doi: 10.48550/arxiv.2606.05152 · pith_short_12: ZAPMIWALYOPZ · pith_short_16: ZAPMIWALYOPZ66RW · pith_short_8: ZAPMIWAL

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/ZAPMIWALYOPZ66RWMCXM5I2W5G \
  | 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: c81ec4580bc39f9f7a3660aecea356e9973b194a9b80f047c57c43596788f6d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "131a9f66f49bf099bd275726121e8b6d31e15d46ecf4a6bdaa77545834a00015",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-03T17:54:04Z",
    "title_canon_sha256": "16f9dba2dd3bcb13b6b67e2f61130416de9e3f83c968e067f12d7ab623cbf638"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05152",
    "kind": "arxiv",
    "version": 1
  }
}