Pith Number

pith:DTSVQMEY

pith:2024:DTSVQMEYIEXOPVQAT2M5SAVNG3

not attested not anchored not stored refs pending

Reinforcement Learning for Sequence Design Leveraging Protein Language Models

Derek Nowrouzezahrai, Jithendaraa Subramanian, Niloy Irtisam, Riashat Islam, Samira Ebrahimi Kahou, Shivakanth Sujit, Umong Sain

arxiv:2407.03154 v2 · 2024-07-03 · cs.LG · cs.AI · q-bio.BM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DTSVQMEYIEXOPVQAT2M5SAVNG3}

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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

Two-Stage Fine-Tuning for Protein Sequence Generation with Targeted Amino-Acid Composition

Receipt and verification

First computed	2026-07-05T09:36:13.045408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ce5583098412ee7d6009e99d902ad36e4099e7cf0c77122aeea246e26633e06

Aliases

arxiv: 2407.03154 · arxiv_version: 2407.03154v2 · doi: 10.48550/arxiv.2407.03154 · pith_short_12: DTSVQMEYIEXO · pith_short_16: DTSVQMEYIEXOPVQA · pith_short_8: DTSVQMEY

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/DTSVQMEYIEXOPVQAT2M5SAVNG3 \
  | 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: 1ce5583098412ee7d6009e99d902ad36e4099e7cf0c77122aeea246e26633e06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "167f6061f1696fd8e82343358bcfd1090cd12f89dbebac3b546453c3d05d0d0d",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.BM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-03T14:31:36Z",
    "title_canon_sha256": "db8293b67f8fc1cb5e34f70d747f2e44a97ad8ccc4bfe735a33ac2882170b9e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03154",
    "kind": "arxiv",
    "version": 2
  }
}