Pith Number

pith:I3T3OEVF

pith:2024:I3T3OEVFPJFOTQFBJTYRXFE43M

not attested not anchored not stored refs pending

Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula

Amarda Shehu, Antonios Anastasopoulos, Jimmy T.H. Smith, Sam Blouir

arxiv:2411.01030 v5 · 2024-11-01 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I3T3OEVFPJFOTQFBJTYRXFE43M}

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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

1 paper in Pith

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism

Receipt and verification

First computed	2026-07-05T10:18:10.802831Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46e7b712a57a4ae9c0a14cf11b949cdb047a7a1b9637b41098a915a30868f5fd

Aliases

arxiv: 2411.01030 · arxiv_version: 2411.01030v5 · doi: 10.48550/arxiv.2411.01030 · pith_short_12: I3T3OEVFPJFO · pith_short_16: I3T3OEVFPJFOTQFB · pith_short_8: I3T3OEVF

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/I3T3OEVFPJFOTQFBJTYRXFE43M \
  | 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: 46e7b712a57a4ae9c0a14cf11b949cdb047a7a1b9637b41098a915a30868f5fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5c1415776b85f6f678f237649f09ec6cfeda5d51d2cbc42894624348d230e91",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-01T21:01:13Z",
    "title_canon_sha256": "376c427206c895f1a43697cd6c6d504e83201e8dad80a409053d04f6836d50ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01030",
    "kind": "arxiv",
    "version": 5
  }
}