Pith Number

pith:5ZGAYXVI

pith:2025:5ZGAYXVIY7NXUG25FHVOGVVICA

not attested not anchored not stored refs pending

Energy-Based Transformers are Scalable Learners and Thinkers

Alexi Gladstone, Aman Chadha, Ganesh Nanduru, Heng Ji, Hyeonjeong Ha, Jundong Li, Md Mofijul Islam, Peixuan Han, Tariq Iqbal, Yilun Du

arxiv:2507.02092 v1 · 2025-07-02 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5ZGAYXVIY7NXUG25FHVOGVVICA}

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

10 papers in Pith

Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers

Text Dictates, Music Decorates: Energy-based Attention for Editable Dance Motion Generation

On the Spatiotemporal Dynamics of Generalization in Neural Networks

Learning 3D Reconstruction with Priors in Test Time

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T11:31:11.876250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee4c0c5ea8c7db7a1b5d29eae356a8100f1bd6abdea42eb84efd5663e60ce735

Aliases

arxiv: 2507.02092 · arxiv_version: 2507.02092v1 · doi: 10.48550/arxiv.2507.02092 · pith_short_12: 5ZGAYXVIY7NX · pith_short_16: 5ZGAYXVIY7NXUG25 · pith_short_8: 5ZGAYXVI

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/5ZGAYXVIY7NXUG25FHVOGVVICA \
  | 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: ee4c0c5ea8c7db7a1b5d29eae356a8100f1bd6abdea42eb84efd5663e60ce735

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "628fd680bd1e5669031d031f61433635acd505a312b78a35b0423d54253445c3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-02T19:17:29Z",
    "title_canon_sha256": "ebf17dc5ba129225c1ce95c9d232a61a6ea58856bc1235e1e4bfcf1bda33e823"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02092",
    "kind": "arxiv",
    "version": 1
  }
}