Pith Number

pith:6HUY3XCX

pith:2024:6HUY3XCX7ODKPN37JYJN45GEZP

not attested not anchored not stored refs pending

How Well Can Transformers Emulate In-context Newton's Method?

Angeliki Giannou, Dimitris Papailiopoulos, Jason D. Lee, Liu Yang, Tianhao Wang

arxiv:2403.03183 v1 · 2024-03-05 · cs.LG · cs.AI · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6HUY3XCX7ODKPN37JYJN45GEZP}

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

In-Context Reward Adaptation for Robust Preference Modeling

RL4RLA: Teaching ML to Discover Randomized Linear Algebra Algorithms Through Curriculum Design and Graph-Based Search

SSA: Improving Performance With a Better Scoring Function

Receipt and verification

First computed	2026-07-05T07:52:37.024134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1e98ddc57fb86a7b77f4e12de74c4cbd7884595d772d41a8605340471cdba7f

Aliases

arxiv: 2403.03183 · arxiv_version: 2403.03183v1 · doi: 10.48550/arxiv.2403.03183 · pith_short_12: 6HUY3XCX7ODK · pith_short_16: 6HUY3XCX7ODKPN37 · pith_short_8: 6HUY3XCX

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/6HUY3XCX7ODKPN37JYJN45GEZP \
  | 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: f1e98ddc57fb86a7b77f4e12de74c4cbd7884595d772d41a8605340471cdba7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e73ecf0b57b05e9c257b1c4fb9098954f46824e354a492573e92cecf8ee1b39",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-05T18:20:10Z",
    "title_canon_sha256": "756b56a876c8872a8460504ef87c482a2a269e4d860bf68f0fa3a1cdedf57901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03183",
    "kind": "arxiv",
    "version": 1
  }
}