Pith Number

pith:DATGRIXF

pith:2024:DATGRIXFOIJHMSLLBAQJ33IOOA

not attested not anchored not stored refs pending

Learning from Students: Applying t-Distributions to Explore Accurate and Efficient Formats for LLMs

Bahaa Kotb, Gang Wu, Jordan Dotzel, Mohamed S. Abdelfattah, Sheng Li, Sushma Prasad, Yuzong Chen, Zhiru Zhang

arxiv:2405.03103 v2 · 2024-05-06 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DATGRIXFOIJHMSLLBAQJ33IOOA}

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.

Receipt and verification

First computed	2026-07-05T08:29:46.387626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

182668a2e5721276496b08209ded0e701f837f2b440b165178a876aba177f6d7

Aliases

arxiv: 2405.03103 · arxiv_version: 2405.03103v2 · doi: 10.48550/arxiv.2405.03103 · pith_short_12: DATGRIXFOIJH · pith_short_16: DATGRIXFOIJHMSLL · pith_short_8: DATGRIXF

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/DATGRIXFOIJHMSLLBAQJ33IOOA \
  | 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: 182668a2e5721276496b08209ded0e701f837f2b440b165178a876aba177f6d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01a1e2308081c1908e7d55e4e611b71c1ec3e9d32091e6246b8d787d3df24ecc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T01:39:59Z",
    "title_canon_sha256": "696af4c55f2cafe37375eaefa143347cbe1cbe051daac50425b34265a91016b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03103",
    "kind": "arxiv",
    "version": 2
  }
}