Pith Number

pith:N7YB5IQP

pith:2021:N7YB5IQPNYHRQIC262I7STH4M5

not attested not anchored not stored refs pending

A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets

Jake Grigsby, Yanjun Qi

arxiv:2110.04698 v2 · 2021-10-10 · 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{N7YB5IQPNYHRQIC262I7STH4M5}

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

WARP-RM: A Warp-Augmented Relative Progress Reward Model for Data Curation

Receipt and verification

First computed	2026-07-05T07:22:11.660885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ff01ea20f6e0f18205af691f94cfc6759865c271d6ec5d7c8c7d05e39f36d79

Aliases

arxiv: 2110.04698 · arxiv_version: 2110.04698v2 · doi: 10.48550/arxiv.2110.04698 · pith_short_12: N7YB5IQPNYHR · pith_short_16: N7YB5IQPNYHRQIC2 · pith_short_8: N7YB5IQP

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/N7YB5IQPNYHRQIC262I7STH4M5 \
  | 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: 6ff01ea20f6e0f18205af691f94cfc6759865c271d6ec5d7c8c7d05e39f36d79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b310f9993b8283f5c802a278ce8061934e2bcf1e957f9cae13ab165943f8df1d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-10T03:55:17Z",
    "title_canon_sha256": "82c6650e07e1983413951d089774449089fdad3d9eb86b11c409becfb9815b54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.04698",
    "kind": "arxiv",
    "version": 2
  }
}