Pith Number

pith:TLPOOVCS

pith:2026:TLPOOVCSXGDAIOH4I3GZI7V3SB

not attested not anchored not stored refs pending

Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning

Benhao Huang, Zhengyang Geng, Zico Kolter

arxiv:2605.21488 v1 · 2026-05-20 · 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{TLPOOVCSXGDAIOH4I3GZI7V3SB}

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.

Receipt and verification

First computed	2026-05-21T02:05:39.666556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9adee75452b9860438fc46cd947ebb9043832d57a9ddf93885a9be46e166ba37

Aliases

arxiv: 2605.21488 · arxiv_version: 2605.21488v1 · doi: 10.48550/arxiv.2605.21488 · pith_short_12: TLPOOVCSXGDA · pith_short_16: TLPOOVCSXGDAIOH4 · pith_short_8: TLPOOVCS

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/TLPOOVCSXGDAIOH4I3GZI7V3SB \
  | 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: 9adee75452b9860438fc46cd947ebb9043832d57a9ddf93885a9be46e166ba37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "707a11b9e32da4e97a6fa8453d9275f043500f3fccc971edbf0eb99aa6532e7b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T17:59:48Z",
    "title_canon_sha256": "6446d5d90427000b49bf6a000417cf83b6cc4e4581b0a8d18b9a5075cf3b2d65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21488",
    "kind": "arxiv",
    "version": 1
  }
}