Pith Number

pith:UOT3OVXM

pith:2023:UOT3OVXMI36Q2I3KQRYI4INCD6

not attested not anchored not stored refs pending

AtMan: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation

Bj\"orn Deiseroth, Kristian Kersting, Manuel Brack, Mayukh Deb, Patrick Schramowski, Samuel Weinbach

arxiv:2301.08110 v6 · 2023-01-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UOT3OVXMI36Q2I3KQRYI4INCD6}

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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

Causal Attribution via Activation Patching

Receipt and verification

First computed	2026-07-05T09:57:36.750917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3a7b756ec46fd0d236a84708e21a21fa8013808cd27c10c503f1f4f55558690

Aliases

arxiv: 2301.08110 · arxiv_version: 2301.08110v6 · doi: 10.48550/arxiv.2301.08110 · pith_short_12: UOT3OVXMI36Q · pith_short_16: UOT3OVXMI36Q2I3K · pith_short_8: UOT3OVXM

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/UOT3OVXMI36Q2I3KQRYI4INCD6 \
  | 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: a3a7b756ec46fd0d236a84708e21a21fa8013808cd27c10c503f1f4f55558690

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46d04fe71e582d74647e283f318b07707d4202f909c4f1b03a1452a04268e089",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-19T15:01:00Z",
    "title_canon_sha256": "05f2705e77807e83ee723e94dfe3e2683bec85ee8131451a3b1bba0a6fecc43d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08110",
    "kind": "arxiv",
    "version": 6
  }
}