Pith Number

pith:CFHSHGND

pith:2023:CFHSHGNDNZTMTLSVMEP7562DUU

not attested not anchored not stored refs pending

Understanding Emergent In-Context Learning from a Kernel Regression Perspective

Chi Han, Han Zhao, Heng Ji, Ziqi Wang

arxiv:2305.12766 v3 · 2023-05-22 · cs.CL · cs.AI · 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{CFHSHGNDNZTMTLSVMEP7562DUU}

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

3 papers in Pith

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Manifold Steering Reveals the Shared Geometry of Neural Network Representation and Behavior

Why Multimodal In-Context Learning Lags Behind? Unveiling the Inner Mechanisms and Bottlenecks

Receipt and verification

First computed	2026-07-05T12:11:11.349364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

114f2399a36e66c9ae55611ffefb43a515a52df0ad49711f1dcd00bb24dfa216

Aliases

arxiv: 2305.12766 · arxiv_version: 2305.12766v3 · doi: 10.48550/arxiv.2305.12766 · pith_short_12: CFHSHGNDNZTM · pith_short_16: CFHSHGNDNZTMTLSV · pith_short_8: CFHSHGND

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/CFHSHGNDNZTMTLSVMEP7562DUU \
  | 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: 114f2399a36e66c9ae55611ffefb43a515a52df0ad49711f1dcd00bb24dfa216

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87459835dd85f395f1b610e3cc8190b5611a82bb8014a22763a431ddf388d2f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T06:45:02Z",
    "title_canon_sha256": "89a74e73de9ce9ef8142959d1de963d87985f6a343a4b06918dc8b29d8085891"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12766",
    "kind": "arxiv",
    "version": 3
  }
}