Pith Number

pith:LLIKK4AM

pith:2021:LLIKK4AMOAZL5CBHBFV4NQKN3J

not attested not anchored not stored refs pending

EE-Net: Exploitation-Exploration Neural Networks in Contextual Bandits

Arindam Banerjee, Jingrui He, Yikun Ban, Yuchen Yan

arxiv:2110.03177 v8 · 2021-10-07 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLIKK4AMOAZL5CBHBFV4NQKN3J}

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

Neural Variance-aware Dueling Bandits with Deep Representation and Shallow Exploration

Mixture of Sequence: Theme-Aware Mixture-of-Experts for Long-Sequence Recommendation

Receipt and verification

First computed	2026-07-05T04:22:52.591439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ad0a5700c7032be8827096bc6c14dda686d1d82ddfbc97f3ff733432a096ad9

Aliases

arxiv: 2110.03177 · arxiv_version: 2110.03177v8 · doi: 10.48550/arxiv.2110.03177 · pith_short_12: LLIKK4AMOAZL · pith_short_16: LLIKK4AMOAZL5CBH · pith_short_8: LLIKK4AM

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/LLIKK4AMOAZL5CBHBFV4NQKN3J \
  | 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: 5ad0a5700c7032be8827096bc6c14dda686d1d82ddfbc97f3ff733432a096ad9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ed6351d442c68561205bd00a5b60fc3ba992865ed17f07818023467c2f6c981",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-07T04:12:36Z",
    "title_canon_sha256": "fd30c572d0ea8ed64afe7858bcc599afd6033be8ab0b59df947a1ec303999e88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03177",
    "kind": "arxiv",
    "version": 8
  }
}