Pith Number

pith:2FVU3K2A

pith:2023:2FVU3K2AMPMXA5RS7B4HTTV4UB

not attested not anchored not stored refs pending

Improving Generalization and Data Efficiency with Diffusion in Offline Multi-agent RL

Jiatai Huang, Ling Pan, Longbo Huang, Zhuoran Li

arxiv:2307.01472 v2 · 2023-07-04 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FVU3K2AMPMXA5RS7B4HTTV4UB}

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

Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization

Receipt and verification

First computed	2026-06-11T01:09:07.164037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d16b4dab4063d9707632f87879cebca04bc2cdc6255544ec6685f4d2850caae8

Aliases

arxiv: 2307.01472 · arxiv_version: 2307.01472v2 · doi: 10.48550/arxiv.2307.01472 · pith_short_12: 2FVU3K2AMPMX · pith_short_16: 2FVU3K2AMPMXA5RS · pith_short_8: 2FVU3K2A

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/2FVU3K2AMPMXA5RS7B4HTTV4UB \
  | 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: d16b4dab4063d9707632f87879cebca04bc2cdc6255544ec6685f4d2850caae8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65fe16116269fecf80c8ec9dfba767fdb56b63b7c6de2f4ef896ab2212692dcf",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-04T04:40:54Z",
    "title_canon_sha256": "b2d9982207b13e736eef8530710898e9f135a022e13fa29d0c004446540e95f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.01472",
    "kind": "arxiv",
    "version": 2
  }
}