Pith Number

pith:FTDHCNMO

pith:2024:FTDHCNMOACEPBRWEMPNKC6UU6G

not attested not anchored not stored refs pending

FlashRNN: I/O-Aware Optimization of Traditional RNNs on modern hardware

Korbinian P\"oppel, Maximilian Beck, Sepp Hochreiter

arxiv:2412.07752 v3 · 2024-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FTDHCNMOACEPBRWEMPNKC6UU6G}

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

2 papers in Pith

Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning

M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling

Receipt and verification

First computed	2026-07-05T10:30:28.018687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cc671358e0088f0c6c463daa17a94f1bb20b9ff2b360fe762438c2116d5fc5e

Aliases

arxiv: 2412.07752 · arxiv_version: 2412.07752v3 · doi: 10.48550/arxiv.2412.07752 · pith_short_12: FTDHCNMOACEP · pith_short_16: FTDHCNMOACEPBRWE · pith_short_8: FTDHCNMO

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/FTDHCNMOACEPBRWEMPNKC6UU6G \
  | 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: 2cc671358e0088f0c6c463daa17a94f1bb20b9ff2b360fe762438c2116d5fc5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14eeb56c7a4db80792637f41fb25bf21e5422ea57aea6ccc3cfc7398a20dedac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T18:50:37Z",
    "title_canon_sha256": "3725cab91cefe5c85aa30927105dd652250098d077ac1659d532581eac5a57be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07752",
    "kind": "arxiv",
    "version": 3
  }
}