Pith Number

pith:Q2ZM5GCU

pith:2024:Q2ZM5GCUCJQRCYVBBHX4ZRPVIF

not attested not anchored not stored refs pending

Improved Off-policy Reinforcement Learning in Biological Sequence Design

Alex Hern\'andez-Garc\'ia, Emmanuel Bengio, Hyeonah Kim, Jinkyoo Park, Minsu Kim, Sanghyeok Choi, Taeyoung Yun

arxiv:2410.04461 v2 · 2024-10-06 · cs.LG · 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{Q2ZM5GCUCJQRCYVBBHX4ZRPVIF}

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

Your GFlowNet Secretly Learns an Optimal Transport Plan

Self-Improvement Imitation with Biologically Guided Search for Protein Design Under Oracle Budgets

Receipt and verification

First computed	2026-07-05T11:22:32.681645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86b2ce985412611162a109efccc5f541594184c143bc97c7b79cf7272fd9e61d

Aliases

arxiv: 2410.04461 · arxiv_version: 2410.04461v2 · doi: 10.48550/arxiv.2410.04461 · pith_short_12: Q2ZM5GCUCJQR · pith_short_16: Q2ZM5GCUCJQRCYVB · pith_short_8: Q2ZM5GCU

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/Q2ZM5GCUCJQRCYVBBHX4ZRPVIF \
  | 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: 86b2ce985412611162a109efccc5f541594184c143bc97c7b79cf7272fd9e61d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b46d653be820f1c00fb30b721fcd2d96733ab4d4f353d00a6f55449ae8ca69fb",
    "cross_cats_sorted": [
      "q-bio.BM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-06T12:22:32Z",
    "title_canon_sha256": "6bbf487be07598fcf8e8047fd3ed36c19e803e1430db561c8e233867eff99484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04461",
    "kind": "arxiv",
    "version": 2
  }
}