Pith Number

pith:PAI4SV3C

pith:2026:PAI4SV3CWVO3Q2BWJO75IGKL5B

not attested not anchored not stored refs pending

Provably Efficient Personalized Multi-Objective Bandits with Proactive Conversational Queries

Linfeng Cao, Ming Shi, Ness B. Shroff

arxiv:2606.08410 v1 · 2026-06-07 · 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{PAI4SV3CWVO3Q2BWJO75IGKL5B}

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.

Receipt and verification

First computed	2026-06-09T01:05:35.898300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7811c95762b55db868364bbfd4194be853d51805abf645b65ae5c9dcab6d6bc7

Aliases

arxiv: 2606.08410 · arxiv_version: 2606.08410v1 · doi: 10.48550/arxiv.2606.08410 · pith_short_12: PAI4SV3CWVO3 · pith_short_16: PAI4SV3CWVO3Q2BW · pith_short_8: PAI4SV3C

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/PAI4SV3CWVO3Q2BWJO75IGKL5B \
  | 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: 7811c95762b55db868364bbfd4194be853d51805abf645b65ae5c9dcab6d6bc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aec4505bdb55c7f7b281a40c94ba75c3d468eb6caa66312b7425421031e62388",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-07T02:19:59Z",
    "title_canon_sha256": "0260c19cc63701fc5d57358f5fccfa70ae9f77baf8f620eba4a29674b1e70770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08410",
    "kind": "arxiv",
    "version": 1
  }
}