Pith Number

pith:6RRGSMV5

pith:2023:6RRGSMV5ZTR4HC7UIK4HE7KR67

not attested not anchored not stored refs pending

Are Equivariant Equilibrium Approximators Beneficial?

Xiaotie Deng, Yunxuan Ma, Zhijian Duan

arxiv:2301.11481 v2 · 2023-01-27 · cs.GT · 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{6RRGSMV5ZTR4HC7UIK4HE7KR67}

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

Permutation Equivariant Model-based Offline Reinforcement Learning for Auto-bidding

Receipt and verification

First computed	2026-07-05T06:04:53.919928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4626932bdcce3c38bf442b8727d51f7e218f5ef13c59a07e6129a4bb96af651

Aliases

arxiv: 2301.11481 · arxiv_version: 2301.11481v2 · doi: 10.48550/arxiv.2301.11481 · pith_short_12: 6RRGSMV5ZTR4 · pith_short_16: 6RRGSMV5ZTR4HC7U · pith_short_8: 6RRGSMV5

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/6RRGSMV5ZTR4HC7UIK4HE7KR67 \
  | 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: f4626932bdcce3c38bf442b8727d51f7e218f5ef13c59a07e6129a4bb96af651

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2614ab505ba04a4c7509472355acd1dccf227077874a4f700fcfc0b5124e291",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-01-27T01:11:41Z",
    "title_canon_sha256": "e4ebb43de3fe99798f720aa6bc5c1ad120ba79a70fc3931b8e439c8fde19ae0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11481",
    "kind": "arxiv",
    "version": 2
  }
}