Pith Number

pith:BHEIIKML

pith:2024:BHEIIKMLRGNGCISEJ4NLK375YU

not attested not anchored not stored refs pending

Theory on Mixture-of-Experts in Continual Learning

Hongbo Li, Lingjie Duan, Ness B. Shroff, Sen Lin, Yingbin Liang

arxiv:2406.16437 v3 · 2024-06-24 · 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{BHEIIKMLRGNGCISEJ4NLK375YU}

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

8 papers in Pith

Multi-scale Mixture of World Models for Embodied Agents in Evolving Environments

STM3: Mixture of Multiscale Mamba for Long-Term Spatio-Temporal Time-Series Prediction

MoRe: Modular Representations for Principled Continual Representation Learning on Sequential Data

Receipt and verification

First computed	2026-07-05T10:16:58.702009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09c884298b899a6122444f1ab56ffdc537febd5461663066bc150a07a5955d45

Aliases

arxiv: 2406.16437 · arxiv_version: 2406.16437v3 · doi: 10.48550/arxiv.2406.16437 · pith_short_12: BHEIIKMLRGNG · pith_short_16: BHEIIKMLRGNGCISE · pith_short_8: BHEIIKML

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/BHEIIKMLRGNGCISEJ4NLK375YU \
  | 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: 09c884298b899a6122444f1ab56ffdc537febd5461663066bc150a07a5955d45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6651045a52829eaccb253a9c1fbfabf5b37d14ffb531452b22b234c9c5861dc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-24T08:29:58Z",
    "title_canon_sha256": "16828bae57c53fd2f1e39b3634d4d73c44d531cbc5c9686a7bccac80514bbb93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16437",
    "kind": "arxiv",
    "version": 3
  }
}