Pith Number

pith:IUMLCBZZ

pith:2023:IUMLCBZZDARUSZMLVXUC4PZ6FU

not attested not anchored not stored refs pending

Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors

Ankit Gupta, Ido Amos, Jonathan Berant

arxiv:2310.02980 v4 · 2023-10-04 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUMLCBZZDARUSZMLVXUC4PZ6FU}

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

4 papers in Pith

The Importance of Encoder Choice:A Tabular-Image Study

Stochastic Attention: Connectome-Inspired Randomized Routing for Expressive Linear-Time Attention

Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation

Continuity Laws for Sequential Models

Receipt and verification

First computed	2026-07-05T08:12:45.242923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4518b10739182349658bade82e3f3e2d279ce1a7754445899f3b7b453181ae72

Aliases

arxiv: 2310.02980 · arxiv_version: 2310.02980v4 · doi: 10.48550/arxiv.2310.02980 · pith_short_12: IUMLCBZZDARU · pith_short_16: IUMLCBZZDARUSZML · pith_short_8: IUMLCBZZ

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/IUMLCBZZDARUSZMLVXUC4PZ6FU \
  | 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: 4518b10739182349658bade82e3f3e2d279ce1a7754445899f3b7b453181ae72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cb038bab948404cdc1b0fe4ce4c035884d25c5072a82467357fb1652bcb9c4a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T17:17:06Z",
    "title_canon_sha256": "41f8a2e0b73a814cf5e40ce9fcba02ddbc5ee005449c47267b6cd92e40f569eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02980",
    "kind": "arxiv",
    "version": 4
  }
}