Pith Number

pith:DU2QCFDG

pith:2022:DU2QCFDGF6NFFRY5PUWEYQY4SF

not attested not anchored not stored refs pending

GEC: A Unified Framework for Interactive Decision Making in MDP, POMDP, and Beyond

Han Zhong, Liwei Wang, Sirui Zheng, Tong Zhang, Wei Xiong, Zhaoran Wang, Zhuoran Yang

arxiv:2211.01962 v4 · 2022-11-03 · cs.LG · cs.AI · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DU2QCFDGF6NFFRY5PUWEYQY4SF}

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

2 papers in Pith

Adversarial Imitation Learning with General Function Approximation: Theoretical Analysis and Practical Algorithms

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

Receipt and verification

First computed	2026-07-05T06:26:16.995513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d350114662f9a52c71d7d2c4c431c914272e069de92a1a2a35144d14378da13

Aliases

arxiv: 2211.01962 · arxiv_version: 2211.01962v4 · doi: 10.48550/arxiv.2211.01962 · pith_short_12: DU2QCFDGF6NF · pith_short_16: DU2QCFDGF6NFFRY5 · pith_short_8: DU2QCFDG

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/DU2QCFDGF6NFFRY5PUWEYQY4SF \
  | 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: 1d350114662f9a52c71d7d2c4c431c914272e069de92a1a2a35144d14378da13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0206224b9d068561adddc6fe7643b4b7b3a100f619c1ba836c5a56f11678ccb6",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T16:42:40Z",
    "title_canon_sha256": "6d45c1b485725205d82aaaf9a1705b1c36b138331820dcd82df26ff4676ce590"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01962",
    "kind": "arxiv",
    "version": 4
  }
}