Pith Number

pith:F2YQCZKH

pith:2020:F2YQCZKHHBCT6IHQQ2QNADWJO4

not attested not anchored not stored refs pending

Counterfactual Credit Assignment in Model-Free Reinforcement Learning

Alaa Saade, Anna Harutyunyan, Arthur Guez, \'Eric Moulines, Fabio Viola, Lars Buesing, Marcus Hutter, Nicolas Heess, R\'emi Munos, Shantanu Thakoor, Th\'eophane Weber, Thomas Mesnard, Tom Stepleton, Will Dabney

arxiv:2011.09464 v2 · 2020-11-18 · 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{F2YQCZKHHBCT6IHQQ2QNADWJO4}

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

3 papers in Pith

Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures

A Review of Causal Decision Making

Decision Transformer: Reinforcement Learning via Sequence Modeling

Receipt and verification

First computed	2026-07-05T03:40:28.796779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2eb101654738453f20f086a0d00ec977337266d31fc78800d49e34f04b3179e6

Aliases

arxiv: 2011.09464 · arxiv_version: 2011.09464v2 · doi: 10.48550/arxiv.2011.09464 · pith_short_12: F2YQCZKHHBCT · pith_short_16: F2YQCZKHHBCT6IHQ · pith_short_8: F2YQCZKH

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/F2YQCZKHHBCT6IHQQ2QNADWJO4 \
  | 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: 2eb101654738453f20f086a0d00ec977337266d31fc78800d49e34f04b3179e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e7524f6c61935c2804c9cdb1f43a93e92cbee87bc85638af21fe31a06dc9ff3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-18T18:41:44Z",
    "title_canon_sha256": "495b38648bce874725aaceef93f8e43c863c590f855bd8356742760369f7b806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09464",
    "kind": "arxiv",
    "version": 2
  }
}