Pith Number

pith:QPVP3C7O

pith:2023:QPVP3C7OVAB554VMB6ZWMVSDKI

not attested not anchored not stored refs pending

In-Context Convergence of Transformers

Yingbin Liang, Yuan Cheng, Yu Huang

arxiv:2310.05249 v1 · 2023-10-08 · cs.LG · cs.AI · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{QPVP3C7OVAB554VMB6ZWMVSDKI}

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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

6 papers in Pith

In-Context Reward Adaptation for Robust Preference Modeling

Provable Knowledge Acquisition and Extraction in One-Layer Transformers

Understanding and Improving Continuous Adversarial Training for LLMs via In-context Learning Theory

Learning to Adapt: In-Context Learning Beyond Stationarity

Visual prompting reimagined: The power of the Activation Prompts

Receipt and verification

First computed	2026-07-05T06:58:28.675777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83eafd8beea803def2ac0fb366564352303742b668326c2601c2bab4b6d927ae

Aliases

arxiv: 2310.05249 · arxiv_version: 2310.05249v1 · doi: 10.48550/arxiv.2310.05249 · pith_short_12: QPVP3C7OVAB5 · pith_short_16: QPVP3C7OVAB554VM · pith_short_8: QPVP3C7O

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/QPVP3C7OVAB554VMB6ZWMVSDKI \
  | 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: 83eafd8beea803def2ac0fb366564352303742b668326c2601c2bab4b6d927ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24c8c650fd85fec0664e6362d354db84e5341a9f49e86fb4551eb1de995d2a0e",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-08T17:55:33Z",
    "title_canon_sha256": "4ee1241368906b254cd7b7ffbc9eb1b93e35063e9b163eb7e96d83a2691704a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05249",
    "kind": "arxiv",
    "version": 1
  }
}