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Pull requests list

Submit 1x A100 QAT Fix - 1.4078 BPB (Non-Record) [v2]
#707 opened Mar 25, 2026 by Shuvam-Banerji-Seal Loading…
Podracing: 1.0461 BPB (3-seed mean) — 5-gram eval + LeakyReLU²
#706 opened Mar 25, 2026 by newjordan Loading…
1
Byte-Level Tokenizer-Free Transformer: 1.2151 BPB (beats baseline 1.2244)
#705 opened Mar 25, 2026 by seanward Loading…
2
Add int8 shared-block bigram+cache prototype
#704 opened Mar 25, 2026 by sauravtom Loading…
Record: PR549 + MiLe decay + 8-bit Muon + 1.04x LR + Cache+Backout — val_bpb 1.1176
#703 opened Mar 25, 2026 by Gusanidas Loading…
3 tasks
Record: 1.0240 BPB — Multi-Order N-gram Backoff + Entropy-Adaptive Alpha (100% autonomous research via goldfish)
#702 opened Mar 25, 2026 by lukacf Loading…
Add classical 4-gram non-record submission
#701 opened Mar 25, 2026 by Muhtasham Loading…
Record Submission: 1.0541 BPB - 5-expert Hedge Mixer + CROWN-Q + stride=64
#700 opened Mar 25, 2026 by RoyiRa Loading…
11L EMA LeakyReLU2 Int6 XSA4 PartialRoPE submission
#699 opened Mar 25, 2026 by RohanMulay1 Loading…
Add MergedTop3_v3 clean 8xH100 record-track submission
#698 opened Mar 25, 2026 by hesong0222-dev Loading…
feat: depth recurrence + cosine recovery TTT
#697 opened Mar 25, 2026 by Danishlynx Loading…
Add non-record JEPA byte-level encoder-decoder submission
#696 opened Mar 25, 2026 by gravelBridge Loading…
Record: 11L XSA6 + Warmdown3000 + QAT@0.30 (val_bpb=1.1352, 2-seed mean)
#695 opened Mar 25, 2026 by 0xNoramiya Loading…
6 tasks done
10L Int5-MLP + BigramHash(4096) + SWA (1.1507 BPB)
#694 opened Mar 25, 2026 by Bortlesboat Loading…
Record: CROWN-Q + Full GPTQ + SWA/EMA Blend — val_bpb 1.1186 (3-seed mean)
#693 opened Mar 25, 2026 by EthanYangTW Loading…
6
PR #414 + 30-Epoch Cosine TTT (1.0988 BPB)
#691 opened Mar 25, 2026 by xexyz Loading…
Record: 5-expert Hedge Mixer + TTT (3-seed mean val_bpb=1.0745)
#688 opened Mar 25, 2026 by RoyiRa Loading…
Record: Depth Recurrence (layers 4 and 5 repeated): val_bpb 1.1182
#686 opened Mar 25, 2026 by msisovic Loading…
1
Add submission validation script
#683 opened Mar 25, 2026 by mvanhorn Loading…
[WIP] Non-record: Local Ablation Pipeline — EMA + Int6 + Partial RoPE (GTX 1650)
#682 opened Mar 25, 2026 by gthgomez Loading…
Non-record: BigramHash(4096) + Cosine EMA + LZMA-9
#681 opened Mar 25, 2026 by Alfaxad Loading…
4 of 5 tasks
Add non-record 10min/16MB submission: Wavelet-Lite PR549 Parallel Muon (1.1483)
#680 opened Mar 25, 2026 by bro4all Loading…
Non-record: ASQU activation, Mixture of Convolutions, BankedLinear
#679 opened Mar 25, 2026 by andrewmouldon Loading…
Attention Warm-Start: Initializing Q/K from Bigram Co-occurrence SVD
#678 opened Mar 25, 2026 by SPThole Loading…
4 tasks done
SwiGLU MLP: parameter-neutral gated activation over LeakyReLU^2
#676 opened Mar 25, 2026 by they-call-me-god Loading…
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