Pith Number

pith:FGFNE7RQ

pith:2023:FGFNE7RQCHMLFHSZGDDYLPSBR4

not attested not anchored not stored refs pending

The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Gautam Reddy

arxiv:2312.03002 v1 · 2023-12-03 · 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{FGFNE7RQCHMLFHSZGDDYLPSBR4}

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

6 papers in Pith

Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

Mechanisms of Misgeneralization in Physical Sequence Modeling

Relational reasoning and inductive bias in transformers and large language models

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T07:20:56.706440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

298ad27e3011d8b29e5930c785be418f06e54132a0077de0970b3502d879a518

Aliases

arxiv: 2312.03002 · arxiv_version: 2312.03002v1 · doi: 10.48550/arxiv.2312.03002 · pith_short_12: FGFNE7RQCHML · pith_short_16: FGFNE7RQCHMLFHSZ · pith_short_8: FGFNE7RQ

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/FGFNE7RQCHMLFHSZGDDYLPSBR4 \
  | 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: 298ad27e3011d8b29e5930c785be418f06e54132a0077de0970b3502d879a518

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "586c03b149a8c77a77da693a96f43bacc4a5734287f5f7872f3bddf0a1f23985",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-03T20:53:41Z",
    "title_canon_sha256": "8418f8435cc48e985fa868cf39e2b703d09a2c0f639c2cf4eba5c7d5f468b2ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03002",
    "kind": "arxiv",
    "version": 1
  }
}