Pith Number

pith:AVH7NMFA

pith:2019:AVH7NMFACIN5AWTO3EG5557LR7

not attested not anchored not stored refs pending

AlgaeDICE: Policy Gradient from Arbitrary Experience

Bo Dai, Dale Schuurmans, Ilya Kostrikov, Lihong Li, Ofir Nachum, Yinlam Chow

arxiv:1912.02074 v1 · 2019-12-04 · 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{AVH7NMFACIN5AWTO3EG5557LR7}

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

8 papers in Pith

Fitted Occupancy-Ratio Evaluation without Bellman Completeness

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Density-Ratio Weighted Behavioral Cloning: Learning Control Policies from Corrupted Datasets

Stationary Reweighting Yields Local Convergence of Soft Fitted Q-Iteration

Fitted $Q$ Evaluation Without Bellman Completeness via Stationary Weighting

Receipt and verification

First computed	2026-07-05T00:23:56.650905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

054ff6b0a0121bd05a6ed90ddef7eb8ffc3ca723af01d580b02d10388fa40c94

Aliases

arxiv: 1912.02074 · arxiv_version: 1912.02074v1 · doi: 10.48550/arxiv.1912.02074 · pith_short_12: AVH7NMFACIN5 · pith_short_16: AVH7NMFACIN5AWTO · pith_short_8: AVH7NMFA

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/AVH7NMFACIN5AWTO3EG5557LR7 \
  | 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: 054ff6b0a0121bd05a6ed90ddef7eb8ffc3ca723af01d580b02d10388fa40c94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e37bcc78139103d45a27227719d963960adef634ac7045d03e21429266ca7029",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-04T16:06:10Z",
    "title_canon_sha256": "9ec97c19b6346ff6625df39d258d4accc4c656f288ae4467c9ffa66b3e8cf2b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02074",
    "kind": "arxiv",
    "version": 1
  }
}