Pith Number

pith:MUPW2BY5

pith:2019:MUPW2BY5WFC5HAUA2CCX55W5JW

not attested not anchored not stored refs pending

Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning

Akanksha Atrey, David Jensen, Kaleigh Clary

arxiv:1912.05743 v2 · 2019-12-09 · 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{MUPW2BY5WFC5HAUA2CCX55W5JW}

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

"So, Tell Me About Your Policy...": Distillation of interpretable policies from Deep Reinforcement Learning agents

Receipt and verification

First computed	2026-07-05T00:42:43.311551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

651f6d071db145d38280d0857ef6dd4d9058c3e5e153318dbf97c1006f35c320

Aliases

arxiv: 1912.05743 · arxiv_version: 1912.05743v2 · doi: 10.48550/arxiv.1912.05743 · pith_short_12: MUPW2BY5WFC5 · pith_short_16: MUPW2BY5WFC5HAUA · pith_short_8: MUPW2BY5

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/MUPW2BY5WFC5HAUA2CCX55W5JW \
  | 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: 651f6d071db145d38280d0857ef6dd4d9058c3e5e153318dbf97c1006f35c320

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96aca944a9597480411b1f68874a5430adb0eb06f874957b23fa420173cfe4dc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-09T12:42:07Z",
    "title_canon_sha256": "984517e6d6d1ecf01d13eff0cebf0debaf13db550996965fee794bbe3e9b845b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05743",
    "kind": "arxiv",
    "version": 2
  }
}