{"approach": "A 224-64-48-3 ReLU MLP (fp16 weights with Cast to float, Gemm/Relu/Cast only, 35.9 KB) trained by DAgger distillation of the current hand-built rule (the teacher labels every state the student visits) with a staged opponent pool: four built-ins first, then Starter added, then the current rule added; Adam, seed 5, regression on yaw and throttle and logistic loss on shoot. About 40 minutes of training in total. It did NOT reach the 95 percent bar against the current rule stage (about 0.05-0.14 on held-out seeds), so it is clearly weaker than the entry it would replace and should not be uploaded in its place.", "blocked": null, "current_vs_starter": 0.9906666666666667, "records": {"starter": {"matches": 3000, "score": 0.9484166666666667}, "builtins": {"matches": 800, "score": 0.935}, "current": {"matches": 1000, "wins": 53, "losses": 933, "draws": 14, "score": 0.06}, "exploiter": {"matches": 500, "score": 0.02949999999999997, "how": "Same 224-64-48-3 MLP initialised from the final model, evolved 10 minutes (two 5-minute runs, antithetic evolution strategies, 8 pairs per generation, 12 matches per candidate, seed 5) against the final model; it scored 0.9705 against my model over 500 fresh matches, so this score is my model's score (1 - 0.9705) from my side."}}, "entry": "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", "entry_sha256": "1a7d49985d51066d7ea15a28d8d6f93f82b993852bf4974a35824402ea78e833", "entry_bytes": 35893, "ops": ["Gemm", "Relu", "Cast"], "tried": ["Harness: current model vs Starter over 3000 random-spawn matches (own run_match harness, 2 threads): 0.9907 (2972 W, 28 L); its seat measured 0.9933.", "DAgger from scratch, built-ins only: held-out score vs built-ins rose from 0.00 to about 0.9 in 14 iterations (about 4 minutes).", "Added Starter then current rule to the pool: vs built-ins 0.88-0.98, vs Starter about 0.92-0.98 on 60 held-out matches, vs current rule 0.01-0.14; no improvement over two further 8.5-minute runs, so the capacity/imitation approach plateaued.", "Final model (best by held-out average): Starter 0.9484 over 3000, built-ins 0.935 over 800 (chaser 0.905, dogfighter 0.935, ace 0.91, brawler 0.99), current rule 0.06 over 1000 (53 W, 933 L, 14 D).", "Exploiter by evolution strategies for 10 minutes beat the final model 0.9705 over 500, so the student is easily exploited; the stage-3 (current rule) bar of 95 percent was never reached."], "next": "Do not upload this model; the current entry is far stronger (it wins about 94 percent against this student). Distillation of the rule loses its precise shooting logic with a 64-48 net. Next seat: keep the rule as the base and train a residual or an RL fine-tune on top of it, or use a larger fp16 net with DAgger weighted toward shoot decisions, and give training at least the 2 hours the rule's own search used. Note the simulator was slow with Starter (about 14 matches/s) so budget evaluations against Starter."}